{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "bfb1df8a",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "412a876b",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "0da8bf34",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "b6598760",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e9558797",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e0d6964e",
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6ac9d20b",
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "8f418440",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "Processing file: PPG-1.csv\n",
      "Columns in PPG-1.csv: Index(['Sampling Rate : 125Hz', 'Duration : 20 Minutes '], dtype='object')\n",
      "Sampling Rate (fs): 125.00 Hz\n",
      "Duration: 20.00 minutes\n",
      "Dataset Name: PPG-1.csv\n",
      "Mean Heart Rate: 0.4571510025049126 BPM\n",
      "Mean Respiratory Rate: 0.4571510025049126 breaths/min\n",
      "Mean Systolic Amplitude: 1.0\n",
      "Arrhythmia Detected: No\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\metrics\\_classification.py:1318: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior.\n",
      "  _warn_prf(average, modifier, msg_start, len(result))\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy: 0.50\n",
      "Precision: 0.00\n",
      "Recall: 0.00\n",
      "F1-Score: 0.00\n",
      "\n",
      "\n",
      "Processing file: PPG-2.csv\n",
      "Columns in PPG-2.csv: Index(['Sampling Rate : 125Hz', 'Duration : 20 Minutes '], dtype='object')\n",
      "Sampling Rate (fs): 125.00 Hz\n",
      "Duration: 20.00 minutes\n",
      "Dataset Name: PPG-2.csv\n",
      "Mean Heart Rate: 0.4405500183589201 BPM\n",
      "Mean Respiratory Rate: 0.4405500183589201 breaths/min\n",
      "Mean Systolic Amplitude: 0.882697947\n",
      "Arrhythmia Detected: No\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\metrics\\_classification.py:1318: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior.\n",
      "  _warn_prf(average, modifier, msg_start, len(result))\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy: 0.50\n",
      "Precision: 0.00\n",
      "Recall: 0.00\n",
      "F1-Score: 0.00\n",
      "\n",
      "\n",
      "Processing file: PPG-3.csv\n",
      "Columns in PPG-3.csv: Index(['Sampling Rate : 100Hz', 'Duration : 3 Minutes'], dtype='object')\n",
      "Sampling Rate (fs): 100.00 Hz\n",
      "Duration: 3.00 minutes\n",
      "Dataset Name: PPG-3.csv\n",
      "Mean Heart Rate: -126340.24609743903 BPM\n",
      "Mean Respiratory Rate: -126340.24609743903 breaths/min\n",
      "Mean Systolic Amplitude: 841.0\n",
      "Arrhythmia Detected: Yes\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy: 0.50\n",
      "Precision: 0.50\n",
      "Recall: 1.00\n",
      "F1-Score: 0.66\n",
      "\n",
      "\n",
      "Processing file: PPG-4.csv\n",
      "Columns in PPG-4.csv: Index(['Sampling Rate : 100Hz', 'Duration : 210 seconds'], dtype='object')\n",
      "Sampling Rate (fs): 100.00 Hz\n",
      "Duration: 3.50 minutes\n",
      "Dataset Name: PPG-4.csv\n",
      "Mean Heart Rate: -214395.22379886673 BPM\n",
      "Mean Respiratory Rate: -214395.22379886673 breaths/min\n",
      "Mean Systolic Amplitude: 35551.0\n",
      "Arrhythmia Detected: Yes\n"
     ]
    },
    {
     "data": {
      "image/png": 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r9cr70devX+8c7AGAQw45BLfffjuSJMFLL72EG2+8Ed///vex3XbbVb7JiSeeiNmzZ+OGG27AiSeeiBtuuAGHH374NnGdnEKhUGSBBt0KhUKhGJWYPHkyOcN5yimn4Pbbb0exWMThhx8exfuUU07B/fffj3333Rc777yzk+6YY47BH/7wB9x9992pJeZz586NkpsV//zP/4yDDjoIl156KU455RTrHnQpGhsbMW3aNHIWd9myZQCGBh5MHHjggZg1axb+8Ic/4Otf/3olfe3atXj66aed+TjU1dUhSRJrtvb6669PLbMOQS1WWUgxadIk/Nd//RcuuugiXH755fjWt77lzTN79myy7E466SQ89thjVvqnPvUpzJkzB5dddhn2228/J98TTjgB48ePxzXXXIMjjjjCq0ddXR0OPfRQXHHFFbjxxhvx/PPPV56NHz8eZ5xxBq688ko8+eSTWLBgAX71q195eSoUCsW2Dg26FQqFQjEqccghh+COO+7ANddcg3e/+90YN24cDjvsMHzqU5/Crbfeig9/+MM477zz8N73vhcTJ07E+vXr8dhjj+GjH/0oOStYje9///t46KGHcOSRR+Lcc8/FgQceiJ6eHqxevRr3338/rr32Wuy555747Gc/iyuuuAKf/exncckll2D//ffH/fffj7/+9a/DVAppjB8/HnfddRdOPPFEvPe978XZZ5+No48+GjvvvDNaWlrwzDPP4MUXX3ReJ1bGY489hvPOOw+nn346jjzySOy6665oaGjAbbfdhgceeACf/exnncuRx40bh4svvhjnnHMO/vVf/xVnnXUWWlpacPHFF2OPPfZIXTcmxY477ogPfvCD+PGPf4zddtsN++yzDx5//HH85je/IZe4jwV861vfwrJly3DBBRfgiSeewCc/+Unss88+6O3txeuvv47rr78e48ePTy1LpzBr1ixyO8OUKVOw66674uijj06llwPw8sn3++yzDy666CL84Ac/QHd3Nz796U9j+vTpeOWVV7BlyxZcfPHFuPfee/HLX/4SH/vYx/CWt7wFSZLgjjvuQEtLC44//vgU/7POOguXX345TjvtNGy33XaZT/JXKBSKbQEadCsUCoViVOK8887DkiVLcNFFF6G1tRVJkiBJEowfPx533303fvazn+Hmm2/GZZddhgkTJmDPPffEUUcdhUMOOcTLe4899sCCBQvwgx/8AD/+8Y+xfv16TJs2DXPmzMFJJ51Umf2eOnUqHn30UZx33nm44IILUFdXhxNOOAG33347jjzyyFoXAYn9998fixYtwi9+8QvceeeduP7669HV1YVddtkFhx56KC655BLvHtv3ve99OOuss/DYY4/h5ptvxpYtW7DddtvhoIMOwlVXXeW96uqLX/wi6urq8KMf/Qj//M//jH322QcXXHAB/vznP2Pt2rVR7zV37lycd955OP/889Hf34/3v//9eOihh/CRj3wkit9IY9y4cbjpppvwr//6r/j1r3+N888/H42Njdhuu+2w77774thjj8Utt9yCAw88MFe55jV9wMAg0/7774+rrroKp59+OiZMmID999+/ct/3/vvvj5122gk/+tGPsGHDBkyaNAkHHnggbrzxRnzuc59L8TrggANw5JFH4umnn8bpp59eufJNoVAoFG7UJZLjPBUKhUKhUCgYtLS04IADDsDHPvYxXHfddSOtjkKhUCgUowY6061QKBQKhSII9fX1uOSSS3DMMcdg1113xZo1a3DFFVegvb0d55133kirp1AoFArFqIIG3QqFQqFQKIIwefJkrF69Gl/+8pfR1NSEqVOn4n3vex+uvfZaHHzwwSOtnkKhUCgUowq6vFyhUCgUCoVCoVAoFIoaIfyIUYVCoVAoFAqFQqFQKBQiaNCtUCgUCoVCoVAoFApFjaBBt0KhUCgUCoVCoVAoFDWCHqRWA5RKJWzYsAHTpk1DXV3dSKujUCgUCoVCoVAoFIqckSQJ2tvbMXv2bIwb557P1qC7BtiwYQP22muvkVZDoVAoFAqFQqFQKBQ1xrp167Dnnns6n2vQXQNMmzYNwEDh77jjjiOsjUKhUCgUCoVCoVAo8kZbWxv22muvSvznggbdNUB5SfmOO+6oQbdCoVAoFAqFQqFQbMXwbSnWg9QUCoVCoVAoFAqFQqGoETToVigUCoVCoVAoFAqFokbQoFuhUCgUCoVCoVAoFIoaYczs6b7mmmtwzTXXYPXq1QCAgw8+GN/97ndx8sknAxg4rv3iiy/Gddddh+bmZhx++OH4xS9+gYMPPrjCo7e3F9/85jdx2223obu7G8ceeyx++ctfpk6aa25uxrnnnou7774bAHDqqafiqquuwk477TRs76pQKBQKhUKhUCjGJorFIgqFwkirocgBEydOxPjx4zPzqUuSJMlBn5rjnnvuwfjx47HffvsBAG666Sb8+Mc/xgsvvICDDz4Yl19+OS655BLceOONOOCAA/DDH/4QTzzxBJYvX145Te5LX/oS7rnnHtx4443Ydddd8Y1vfANNTU1YuHBhpTBPPvlkrF+/Htdddx0A4Itf/CL22Wcf3HPPPWJd29raMH36dLS2tupBagqFQqFQKBQKxTaAJElQX1+PlpaWkVZFkSN22mknzJo1izwsTRr3jZmgm8Iuu+yCH//4xzjrrLMwe/ZsfO1rX8O3vvUtAAOz2jNnzsTll1+Oc845B62trdh9991x880345Of/CSAofu077//fpx44olYunQpDjroIMyfPx+HH344AGD+/Pk44ogjsGzZMhx44IEivTToVigUCoVCoVAoti1s3LgRLS0tmDFjBqZOneo90VoxupEkCbq6utDQ0ICddtoJe+yxh0UjjfvGzPLyahSLRfzxj39EZ2cnjjjiCKxatQr19fU44YQTKjSTJ0/GUUcdhaeffhrnnHMOFi5ciEKhkKKZPXs23v72t+Ppp5/GiSeeiHnz5mH69OmVgBsA3ve+92H69Ol4+umnnUF3b28vent7K7/b2tpq8NYKhUKhUCgUCoViNKJYLFYC7l133XWk1VHkhO222w4A0NDQgBkzZkQvNR9TB6m9/PLL2GGHHTB58mT8+7//O+68804cdNBBqK+vBwDMnDkzRT9z5szKs/r6ekyaNAk777wzSzNjxgxL7owZMyo0FC677DJMnz698t9ee+2V6T0VCoVCoVAoFArF2EF5D/fUqVNHWBNF3ih/0yz79MdU0H3ggQdi0aJFmD9/Pr70pS/hc5/7HF555ZXKc3MJR5Ik3mUdJg1F7+Nz4YUXorW1tfLfunXrpK+kUCgUCoVCoVAothLokvKtD3l80zEVdE+aNAn77bcfDjvsMFx22WU49NBD8bOf/QyzZs0CAGs2uqGhoTL7PWvWLPT19aG5uZml2bRpkyV38+bN1ix6NSZPnowdd9wx9Z9CoVAoFAqFQqFQKBRjKug2kSQJent7MWfOHMyaNQsPPfRQ5VlfXx8ef/xxHHnkkQCAd7/73Zg4cWKKZuPGjVi8eHGF5ogjjkBrayueffbZCs0zzzyD1tbWCo1CoVAoFAqFQqFQKBRSjJmg+6KLLsKTTz6J1atX4+WXX8a3v/1t/O1vf8Ppp5+Ouro6fO1rX8Oll16KO++8E4sXL8aZZ56JqVOn4rTTTgMATJ8+HV/4whfwjW98A4888gheeOEFfOYzn8EhhxyC4447DgDwtre9DSeddBLOPvtszJ8/H/Pnz8fZZ5+NU045RXxyuUKhUCgUCoVCoVCMFZx55pmoq6tDXV0dJk6ciLe85S345je/ic7OTqxevbryrK6uDjvvvDM++MEP4vHHH0/xqK+vx3nnnYf99tsPU6ZMwcyZM/GBD3wA1157Lbq6ukR69Pb24p3vfCfq6uqwaNGiGrzpyGHMnF6+adMmnHHGGdi4cSOmT5+Od7zjHXjggQdw/PHHAwDOP/98dHd348tf/jKam5tx+OGH48EHH6zc0Q0AV1xxBSZMmIBPfOIT6O7uxrHHHosbb7wxdQrdrbfeinPPPbdyyvmpp56Kq6++enhfVqFQKBQKhUKhUCiGCSeddBJuuOEGFAoFPPnkk/i3f/s3dHZ2Vq5jfvjhh3HwwQejoaEBF110ET784Q9j8eLFmDNnDl5//XW8//3vx0477YRLL70UhxxyCPr7+7FixQr89re/xezZs3Hqqad6dTj//PMxe/ZsvPjii7V+3WHHmL6ne7RC7+lWKBQKhUKhUCi2HfT09GDVqlWYM2cOpkyZMtLqBOHMM89ES0sL7rrrrkra2WefjXvvvRfz5s3DnDlz8MILL+Cd73wnAOCNN97AnnvuiWuvvRbnnHMOTjrpJCxZsgTLli3D9ttvb/GXHG79l7/8BV//+tfxpz/9CQcffHBKHoXe3l585zvfwW233YaGhgbsvffeuOCCC/CFL3wBzc3N+I//+A88+OCD6OjowJ577omLLroIn//853HEEUfgqKOOwv/+7/9WeG3evBmzZ8/Ggw8+iGOOOcaSxX3brfqeboVCoVAoFAqFQqEYzUiSBEmhNCKy6yaOy3Tq9nbbbee8Iqv6Cq3GxkY8+OCDuPTSS8mAG/Cf/r1p0yacffbZuOuuu8RXrn32s5/FvHnz8POf/xyHHnooVq1ahS1btgAAvvOd7+CVV17BX/7yF+y2225YuXIluru7AQCnn346fvzjH+Oyyy6r6PX73/8eM2fOxFFHHSWSHQMNuhUKhUKhUCgUCoUiZySFEhp+Nm9EZM847wjUTRrvJyTw7LPPYu7cuTj22GOtZ52dnbjwwgsxfvx4HHXUUVi5ciWSJLHOv9ptt93Q09MDAPjKV76Cyy+/nJSVJAnOPPNM/Pu//zsOO+wwrF692qvfihUr8Ic//AEPPfRQ5Wyut7zlLZXna9euxbve9S4cdthhAIB99tmn8uyTn/wk/vM//xNPPfUU/vEf/xEAMHfuXJx22mkYN652x52NmYPUFAqFQqFQKBQKhUKRP+69917ssMMOmDJlCo444gh88IMfxFVXXVV5fuSRR2KHHXbAtGnTcM899+DGG2/EIYccUnluzmY/++yzWLRoEQ4++GD09vYCAP793/8dO+ywQ+U/ALjqqqvQ1taGCy+8UKzrokWLKkE/hS996Uu4/fbb8c53vhPnn38+nn766cqz3XffHccffzxuvfVWAMCqVaswb948nH766WL5MdCZboVCoVAoFAqFQqHIGXUTx2HGeUeMmOwQHHPMMbjmmmswceJEzJ49GxMnTgSAyszz73//exx00EHYaaedsOuuu1by7bfffqirq8OyZctS/Mozz9ttt10l7fvf/z6++c1vpugeffRRzJ8/H5MnT06lH3bYYTj99NNx0003WbpW86Rw8sknY82aNbjvvvvw8MMP49hjj8VXvvIV/OQnPwEwsMT8vPPOw1VXXYW5c+fi4IMPxqGHHsryzAqd6VYoFAqFQqFQKBSKnFFXV4dxk8aPyH+h+7m333577Lfffnjzm99cCbirsddee2HfffdNBdwAsOuuu+L444/H1Vdfjc7OTlbGjBkzsN9++1X+A4Cf//znePHFF7Fo0SIsWrQI999/P4CBIP+SSy4h+RxyyCEolUrWtWXV2H333XHmmWfilltuwZVXXonrrruu8uxjH/sYenp68MADD2Du3Ln4zGc+w+qdBzToVigUCoVijKHY3ovWB1eisJl3cBQKhUKhqDV++ctfor+/H4cddhh+//vfY+nSpVi+fDluueUWLFu2LHU9s4m9994bb3/72yv/HXDAAQCAfffdF3vuuWeF7q1vfSvuvPNOAAN7tD/3uc/hrLPOwl133YVVq1bhb3/7G/7whz8AAL773e/iz3/+M1auXIklS5bg3nvvxdve9rYKr+233x4f/ehH8Z3vfAdLly7FaaedVotiSUGDboVCoVAoxhha7luO7hfr0XjzopFWRaFQKBTbOPbdd1+88MILOO6443DhhRfi0EMPxWGHHYarrroK3/zmN/GDH/wgs4zly5ejtbW18vuaa67Bv/7rv+LLX/4y3vrWt+Lss8+uzLRPmjQJF154Id7xjnfggx/8IMaPH4/bb789xe/000/Hiy++iH/8x3/E3nvvnVk/H/Se7hpA7+lWKBQKRS2x6WfzkPQVAQCz/usDI6yNQqFQKMbyPd0KHnnc060z3QqFQlFjFNt70d/cPdJqKBQKhUKhUChGABp0KxQKRY2x+drnsOX6hSj19I+0KoqtBbpGTaFQKBSKMQMNuhUKhaKGqN7BU2zpGUFNFFsXNOpWKBQKhWKsQINuhUKhqCVKVcGRHqGhyAlJSeuSQqFQKBRjBRp0KxQKRS1RHRuFXZmpUCgUCoVCodgKoEG3QqFQ1BDpGUmNumuNQn0H+t5oG2k1ao86rUsKhUIxGlEqlUZaBUXOyOObTshBD4VCoVC4UB10a5xUUyRJUrm3esZXDse4qRNHViGFQqFQbDOYNGkSxo0bhw0bNmD33XfHpEmTUKcDpGMaSZKgr68Pmzdvxrhx4zBp0qRoXhp0KxQKRS2he2+HD1VFXWzv1aBboVAoFMOGcePGYc6cOdi4cSM2bNgw0uoocsTUqVOx9957Y9y4+EXiGnQrFApFDZFaXq7xd22xDQ1w1NVpdVIoFIrRhkmTJmHvvfdGf38/isXiSKujyAHjx4/HhAkTMq9a0KBboVAoaomqE8sTPb28ttDyVSgUCsUIo66uDhMnTsTEibraSjEEPUhNoVAohgvb0EzsSGAkY+4kSVCo70DSP1wH6Og+QYVCoVAoxgo06FYoFIrhgs7E1hYjWL7dL29C482L0PynJZn4FDt6UWjoTKWVugroeHotiu29mXgrFAqFQqEYGWjQrVAoFLVE9ZZunemuLUbwdrauRfUAgL61rZn4bL7mOTTe9AL6m7sraa0PrUTH39ei6baXhgh1oluhUCgUijEDDboVCoVCiKRQzLYvW2Pu2mIEZ7rzvhWmsKG98nfvyiYAQLFVZ7oVCoVCoRiL0KBboVAoBOhv6samK+eh7YFXA3NWBYI6011TjORJ8XmL8+4N15luhUKhUCjGDDToVigUCgE6n1sPAOhe3BDPRPd01xYjWbx5f1utKwqFQqFQbDXQoFuhUChqierJV42jaotkBAs7UFxSLKX2bQfzI9azl3r6UdjcSRArFAqFQqEYSWjQrVAoFBLksTRcl5cDqOF95SM5wBEor/n/lmDL9QvRu6ZFwFvGfMsNz6PxxhfQN7gfPEkStNy7HO1PrPbmLbb1Rh/0V+oq8AMICoVCoVBs49CgW6FQKGqIVBijQTc65q/D5mueq02QNpIz3Y6ou9Tbj97VLVZAWz7lvGvRRppbhP6ljj4AQO+rjQCA/k2d6Fm6GZ3PrGfz9a5qxuZfPYeWu14JlgkAjbe8iC3XL0R/S09UfoVCoVAotnZo0K1QKBS1RCoO1KC748k1KHX2oePJNbnzTpw/hgEOeU2/fxnNf1yMroVvkM/rYo8957INPkuKQ4excXWvc8GAbr2vNUepUmwdCLYLG9s9lAqFQqFQbJvQoFuhUCgkyONOKI25K6gOCGsjYHQUdv+mgT3W3S/TB/A5g+E81E8cf5vI676zUVLmCoVCoVCMNmjQrVAoFBLkEZfo8vLaQhpk1lo29dj17V35qgNYIigWzZBrEKxQKBQKxaiABt0KhUIhQS4z3fkHQb2rmkftst6kUNx2ltR7q8cwlkN5ebl0j3te38jDptRdQM/yLf47yBUKhUKh2MqgQbdCoVBIEBtzVwU0eQeg/a09aP6/JWi85cVc+eaBYlsvNl05Dy13LR0R+aMu2JfMaLvog+sekYErjryKylPmzX9agpa7l6Hj7/nv51coFAqFYjRDg26FQqEQIPrAq2rkPMFXauvNl2GO6F68CQDQu7Jp+ISOZKAdPSjjSueXl8cxFciqQt/6VvSubclNamFjBwCgezG9v12hUCgUiq0VGnQrFAqFBHns6c45KExqOIueGTmdzRWNyOLoemEjNl8Xc6WZ54VDZ7qrOVOsBeWbGigKrB9JsYSm215G8+8Xo9TbL8wUJEKhUCgUim0GGnQrFArFMMF5mFYsqmfOhyHgSZIExXbh7PoY3bbb9vBrKLb2ou2h18jnSZKgb30rip196QeRe7qdq8uzfE8ibyi/6tPlS93SoFujboVCoVAoKGjQrVAoFBKMyoPUhAdl5YTOZ9/A5mufQ9eL9V5a78x7rfXNyN512FffmhY03fYytvx6QRi/4Jluz6Zurj6Ws9ZRiQQoXsWEfZwJI70KQqFQKBSKYYYG3QqFQiGBIFDoW9+GlvuWp2dBq2OdvGd/U8uHc+ZNoOOJ1QCAtkdfz86s5vpmFOD43r2rWga4F4yPmfue7gy8qUA+eKa7ek+5NJOUu0bdCoVCodi2oEG3QqFQ5ISm215Czyub0fYwvTQ599nd6ph7tN0B7tGnJhPdAfd0J4UiWu5fgZ4VW8JkOONF357uwHXkGcqnao5axo9SPXVewFBy37rWyiF5XB4WGnMrFAqFYhuDBt0KhUIhgjxSKDb3VP2q3WFn6RPVR1nQ7cMI7//tfH4jepY0oOXPy2iC0MAw90DSM9PMySuXrVQn3/rxqgGUpttfRutfXkWhnrgbfoxVQYVCoVAohgsadCsUCkXecFnW3JeXu3knpQSlroKVJSkl6FvXiqRQjJdrBMyl3n77gLVhmM3sXdOCvvWt1YqJ85bMg9AM1AW+QOQ5avnR+/LmfUd8amCpLEIoQw9cUygUCsU2Bg26FQqFgoAVQATEYHWuvda5BxvuK6Ga73gFDb94BoVNHan0jqfXoun2l9Fy7/LctGi67WVsvva5dODtmz3NWBSlnn40/2Exmm57mV5aX1Ue/S099sys51skoQr66kfuQTd3kBox0x14jpq33mYZVNGYW6FQKBTbGDToVigUCgOFTR1o+MUz6HphY1R+5zbdvPddM0FV36pmAEDXovQ7dC3cAADoXdmUmxr9mzsBAIUNxJLjGqHUU3WNVfl6K8dh7lt+vQCNN7+I/lZ7dtaJ4E8VGXU7t3rnUVeGdMrEj1ihUUdF6uKJbo26FQqFQrFtQYNuxahDkiTob+lRx0wxYmj966tIuvvdB6J5UYvLlz0SpQdy5aGCgAcZlOWJiEPkyoMDA5k8xI7nseeoZSp3qixFxZvlYDPPWQR6GJpCoVAoFGJo0K0YdWh/bBW2/HpB9CyjQlELBMUYrlgn7z3dEplGwDRsg1m1Dsq8QXPGa7Mc5ZT/TevD9D1YMZEnr8dCx1MVCoVCsY1Bg27FqEN5+Wv746tHVhHFNou6cRkjRsfVVbkHvBH7xWs9AT1sgqrfNzH+dSFEpdBPFfu+tbw6LaESCXj3dGfWyOAdzrDY2oNSt30woEKhUCgUYwEadCsUCoWJ6OW8g6i+47g6YqnlXdqumVkzOY9gWBI0eZdb51gWzKx2aqCj+t1zP27cwy30fT3kwZ8xi/hB3RNqoMORq7CpA12LNtLvHahLsbMPm69bgIarnwnLqFAoFArFKIEG3YphQ/fSzWi6/WUUPVf1mEiKJbQ99jp6Bw+GUijyRGFzJ9oeeS1dL8mZ7mEKVsMYDv3lWrqe4RR2J+oEB3SlDlavwWADEQCSS7UdMbcvag1WuaZ7ujPklcjPuywANP5uEdoeeg09y7eE6UKgf0tXuAI1Rqm3H5t/vQBtj74+0qooFAqFYgxAg27FsKH13uXoW9eK9r+tkmUY9PS6XtiIrgUb0Px/S5ykHU+vxebrFgQH9ApF060voev5jWi9f8VQYtaY27U0t5Z7WaUHqWVdOu/jX4Hj2rSayy0/T9L/AoEz3TSiFwqM+MGQGaa6Cd2lM9j9m0dfwJwHul+qR7Glp7IdSqFQKBQKDhp0K4Ydpa6wfXlFwTU/HX9fi2JrDzqfWR+rlmIbRVIoAgAKG4euu6rLOLXoOhwr9yvDJDBexXWqeO/aFrTcvyJ9FZcE1Uvpq/5OialFwEnNpFNiqss8YKZbNJiQB5xyMpQZsaeb/QS+VyqvoogZQPKcjC7CSI9XEKBWliSFInpWbEHSX8sTExUKhUIxFqFBt2L4IZ0qKjtaAVNLIc5OYWM7Gq59Dt2vNIjzKLYReA9zTtBy9zK0P7HaQeDMmEUrXo40oHe0p+bfL0bPkoZsy2WrVWDuEM8FvgCwHIeXaKX8ZiXwzrC8z43zllmgwEzfID5zLlfHOQZ2RhLUa3W9WI+WPy9D852vDL9CCoVCoRjV0KBbMfpBODe9q5rpYDlgJrH14ddQau9F630r/MQKRRX6N3ehZ/kW98oK55VhIzHTbU518+TFFv/KEicSV9RN0caLiWfm2uA9DMjwvvGBq2yqm+RfHehS9XY4g99REminQJRZeetU3+qWYVZGoVAoFKMdE0ZaAcXYR7GjF8XmHkzaa3q+jAcdLcohLO/vnjhrB0zYZepQlqJ8prvUofu/FVUIWVExuCQdGJh5s+qo45Tn2NghKSXo39yJCbtv777OLNNy34DngGz/eK2Xl1NyU2Xt2XOcc8wdvSUhtmyGeczAArO6IJ1Ug9UdI/3uwOjQQaFQKBRjBjrTrciMLdcvRNPtL6N3bUtw3lJPP9qfWoP+pm43ERMMFduNwHkUTogothK4qqF39jp71N3x9Fo0/m4R2h93H0LoWnZrN58a7kmWXluGnIOxKFaRM/Gxy8tDdcy0pTvwmi6p7klEXc5jkry6Eo/GWW+FQqFQKDzQoFuRGUlhYHZZuqSu2n9qe/g1dM5bhy03vUAwHvyXq6VZHDCdqVC44D1kq6rekUtvXfni1Omctw4A0LUgfVJy1P7WWl8/NVw8yGCfWGEgGBQYHox0sMjIjz5ULppw7INckj/8aigUCoVibECDbkV+iHDmCxvaBv7gDkDjHMIsTs5w7+lUjHHQ9YWO4+jl5TWFc2Z2OA/cqpZbC6Y0EusPAaKb/3CdXp5BJDngEMiDZFiVErGNPjyzkN9IQLsPhUKhUARAg25FfhA69zErFJ28zFnGAIYac29bKHUX0PbY6yhs7vQThywVJma6R2RCVSjUW+9DD3urPnArLQmOB7kg8Q1skHdLBwmgMWxbtz0ZYgPxGFBB/LAIHsRwng+gUCgUCkUNoEG3YmQhcKCcB0cJ8zOcM+RVjDW0PfQauhZsQOONxFaGUPiCgJGe3a5GcHBWg1nIWpeHeH9xHlG3AzmM4rm3C1C8w+SVBymSYgkt969A9xLPVYne1xfW+1y+/dC7jpaYO5er0BQKhUKxzUCDbkV+iHF8JYeNc76NKXLwd/+WLrTcswz9jV1xfBVbHfo2tPMEvhle16HhZD7X6d6jIWLgKz79PrmLqT3Iw79yFpHL93TVlRxYE/y6FzegZ0kDWu+vuiqR/FaeJUl5zJxLEblVoW9DG9qfWJ26bSA3UGXGDRArFAqFYpuGBt2K/CC9rSv4YKPwme6m/1uCnmVb0HT7y1FsFVshQoLJkIOlRnKmOyVTKLSm9T5gsCHXg9Qy8gpB9OnlYcF1Kjl0opsZByp1FZiMNUDeA00B7JpufQmdz6xHxzPrnTSl3n70rNgSHphTNkL7FIVCoVA4oEG3IjfkM+sTKpTWodTeO/Av52Dq8sBtC3lf6VQGNdg0EsvL81raHb+lO1qHJEnQufANFDZ6ViOIlBCm5VEfajQbnRs78uMQQjwncQ8dDk/tk/d9XP6xCKntHOHZ+5lzHFruWY6WPy9D299WxetUSdM+RaFQKBQ0NOhW5IeqmcTOBW+g6Q+L81nWx050Z/Do1D/athDgEPtvDPNFmo4lzTUMxp1NwXzgLYbhHzzrWb4F7Y+uQuMtL2Zj5Fvpn8uZXvkaDqdKmXTNezm4jN9oWfQRgr5VzQCA7pc2RfMI6YeSYgntT61B3xtt0fJC0b10M5r/vBSlvhoss1coFAqFCBp0K/JDlePR/tgq9K1pQRflyKRmm8Id2ITboxm0glij7m0KeQabnu2uaVa1DDtiIsq87mSWgwxKqtL6tzBnLwTxH+Lpew1J8FzY1IG2h19DsbOvOmO1YLGOI3bInAA1NYVk+wh76ZStrtWKqlC+RKFJyrHr+Y3onLcOTXNfCpOXAa33LkfvikZ0PuteZq9QKBSK2kKDbkVN4Z3pljh7GhsrckCugUXk4Vw13YIh3U6de3uq3UFlUrHyK8MClpcDaHtoJbpe2Ii2v67065B75Bqma00xqEp6gUeSeubOO3J7uiuQfJssMXdAXupwzyRJkBTT+1R6V7f4D38MRKmjz0+kUCgUippAg27FyCKro2o6dCEO3kg7sophRsAHD9nvOxx7WkV6uGhGwVTqcAVmkUvJXYMhhY0dA/82dAwlxtoN9/p/AU2oLJs1Wx6ePd2jInAuZx0N9RlIl1nGfqftodfQcPUz6G/tAQAUO/rQ/MfFaLo143YLA2Zgr1AoFIrhgwbdiiAUNnW473eV+h2p2SFJBoNolPhcijEG7z5tD3FAsDUygYFQZt4HyonoazEwIZthZ7ejCNmnD8ujg63a7lbJ46TssEJOoj7KMNT7qJnu3LVII+M1e90v1iPpK6JrwRsD7Kq2M+R2hR+QWU+FQqFQxEODbkUQGn+3CK33r0Dv6pZc+A3nturCxvb03kyd6t4qUezoQ8fTa1E0l1KGfO6Q658CzlEbmavE0j99e5njgq1yZtca93iWQsG2GN+S85DlwY73quU13fmfZJ4lszAtQnDXi/VouPZZFLa4TxjPipqc30GOvdhySr39KLb1CHkSemqgrFAoFFsFNOhWRKG/erllGULHLOXUZ15eLtABQN/GdjTe8iI2/+q5bPIUowb9zd0oddtXwrXcvQwdf1+L5jtfST/wH0nOPq4OVsm9rSONnM5Ryy3Y8wayVX+Pi7AD1NLpHD9FtZ0S7QWv5RVk5ER3YJmxy8ul9PyBeDFoe3AlSu19aHvwNVmG0dLeqE3dRDk2/OIZbP7VgqrAW/DdqgPt0fK+CoVCocgEDboVUaCWvIlnyAKXl1uxEuuE0M/61rQM/FEcRYcTKaLR39KDLdcvRMM1z1rPCoNX8fTXGwNDw3mQWuyS5gxwLmmvtdPuZD/CgYP3/qqAPbmjcb88V5/JQ86EB5+R7KSHpgnTKLJ+937jzNs1am3rOfUG+5y+dW1+XQbfs/p9c61iGr8rFArFiGHMBN2XXXYZ3vOe92DatGmYMWMGPvaxj2H58uUpmiRJ8L3vfQ+zZ8/Gdttth6OPPhpLlixJ0fT29uKrX/0qdtttN2y//fY49dRTsX59+hqN5uZmnHHGGZg+fTqmT5+OM844Ay0tLbV+xVGHpFgKc3YoUl8Ny3vZX8BMkWLsorC+deCPorx+emcGIx3SoOXYuR9I5Vr2nCHoz3sZsoRnbu3TE2jH2jNRvsiXGK5AqBw3k++S8epGgVwf6qpWOyT9JZR6+l2CB/4pFNGzfAtKvQ66UYakJDjErNbjYzprrlAoFCOGMRN0P/744/jKV76C+fPn46GHHkJ/fz9OOOEEdHYO7QP70Y9+hJ/+9Ke4+uqr8dxzz2HWrFk4/vjj0d4+dO3G1772Ndx55524/fbb8dRTT6GjowOnnHIKisWhq61OO+00LFq0CA888AAeeOABLFq0CGecccawvu9ww+yMk/4SNl+3wH2XKOOjpXnl4E1LZnQyMRlCqa+Iwsb2MeWclHr73Q6qYghBe7o9B1dRS5vhSnPXpb6N7ehZviVAMQbippBtmb0Y3rh/KDXznlvvrDaRFLSnW5AvNXGeQxnWasO4NOb21XGxBtKoe+jPLb9diIar5qPUZW8fKRdL26Ovo+XuZWi5Z7lFkxUd89ah5d7l/HcMvTKsTMP2Z2WaYbiXXKFQKBTDigkjrYAUDzzwQOr3DTfcgBkzZmDhwoX44Ac/iCRJcOWVV+Lb3/42Pv7xjwMAbrrpJsycORNz587FOeecg9bWVvzmN7/BzTffjOOOOw4AcMstt2CvvfbCww8/jBNPPBFLly7FAw88gPnz5+Pwww8HAPz617/GEUccgeXLl+PAAw8c3hcfBiRJgqa5L6Fu8gTs/C8Hoa6uDoWN7Sh19DH3enqumGEFVnGJcbYZOVn9k6a5L6F/cyem/9OB2O6tu2djNgxIkgQNP58PAJj5n0eibsKYGUfLhKjPPFL3dDPPm24ZuBJo18++ExNn7pBRJ0ey2ShquOrDvcTdk9GhU6mrgLpJ4/31WrqnO3YJvmsgMe/A2MEvlwVB0onpJLHtMveeQQNQMhRbewEAfetaMeXA3UgZ3S9tGqBZ1RwuwIOOp9YAALZ7x0xM3nsnf4Zy+WQeO0psNkz5dTy9Ft1LN2PX096BcdtNFAjIpJ5CoVAoMmDMeuitrQPLS3fZZRcAwKpVq1BfX48TTjihQjN58mQcddRRePrppwEACxcuRKFQSNHMnj0bb3/72ys08+bNw/Tp0ysBNwC8733vw/Tp0ys0WxuKLT0obGgfcF6KtvNAOdK5rQoPvDKs1jPQ/ZsHVk70uK5FG22oWl5dbO8dQUWGGTH1IGSGN+s93YHq9Td1p34XNraj87n13vruPNAtyyxlML0gg4+G+DbF9t6BQ6iuX+hnT4rM+F38sXCYQnnQhoJacSG23b6l+sI8WcSR3zBCRuzWkb6inygQ7ECzZDa8Ch1/X4tiUzc6n3sjs14KhUKhqC3GzEx3NZIkwde//nV84AMfwNvf/nYAQH19PQBg5syZKdqZM2dizZo1FZpJkyZh5513tmjK+evr6zFjxgxL5owZMyo0Jnp7e9HbOxTwtLW1Rb7ZCKHauSyVUIdxaSellADjJV5AkvqH+DGYFOgBhQT4IbzZJfIBMkcQqQPtxojOuSDmXbMOFAXlD5zxLab3ezYOzoDXTRyPqe/cI0SwH973GKaK5BHTu3pgBrMkGUxieTnaiDFhzRaL6z7uraXNme9kHV5JZZJOnQt1qKHRLQfvxc4+NP9+MbZ7+wxs/949vfmq95l3v9KACbtOraxISQXPIcvLeUXLkok0JhtzCB3NX6FQKBTDjTE50/0f//EfeOmll3DbbbdZz8xRZHKpnAGThqLn+Fx22WWVQ9emT5+OvfbaS/IaowfVHXGpnGQ7qulrc4TLy/Pu4xOk9JWyD52ZrxsrLaM66N6WDouLWmohP0iNbOupmc/YwQ6a2MWi0JDD3cWWoz1MFcW3Yrv6B7WFfrxwSXn1jywz/LwAmsJlEyODm8Spv+eMAY6PwY86ULCOCvJ8qzmoZxmCc3GRBc4GV6Pj72vR39iF9sdXu9mX7G/au6YFrfetQOPvFoULNSE5oyR0YGdbsv0KhWJYUOzoReez68mrWRVxGCuhRQVf/epXcffdd+Oxxx7DnnsOjVTPmjULAKzZ6IaGhsrs96xZs9DX14fm5maWZtOmTZbczZs3W7PoZVx44YVobW2t/Ldu3br4FxwBJL47QSknTNrJ1zoQN3kF8WZeIu9T1WuEpHqGdIzoLEWSJGj9ywq0Pfa69Swd3wg/eq2Kh5DvDJ4cqjpV8y5zz7IG2s9SlkHwIMYOhNzdzQV7zuAxILKp9RL9YUBCBXRliO15DVfWSPeNl39E3O0umhEmtpn0N3Z5spTLNv/lUxL7Jj4bZRTWS4VCMTrR/MclaH98NVofeHWkVdlqMGaC7iRJ8B//8R+444478Oijj2LOnDmp53PmzMGsWbPw0EMPVdL6+vrw+OOP48gjjwQAvPvd78bEiRNTNBs3bsTixYsrNEcccQRaW1vx7LND9/8+88wzaG1trdCYmDx5MnbcccfUf2MKVUF3JQCnZvWiHK4cevmUbzxMXsNYCWCJ+9K3FhRbetC9uAFdCzbY98KHLu1EzjG3L9bNqZ56rzlzieTaai2rtuu1veVBzL5626Ankg8J9ANo3bPRNQRZFNk/pHTfe6bXrMVqJyDMRpdj4tBAnZ3gD+wPBTTcCgUWY6W/UuSKvo3taJz7Evo2tPuJFYpA9G8ZGGzsXdmUO+8kSdC9eJN1ns3WjjETdH/lK1/BLbfcgrlz52LatGmor69HfX09ursHPlhdXR2+9rWv4dJLL8Wdd96JxYsX48wzz8TUqVNx2mmnAQCmT5+OL3zhC/jGN76BRx55BC+88AI+85nP4JBDDqmcZv62t70NJ510Es4++2zMnz8f8+fPx9lnn41TTjllqzy53EJi/AtUlpyn6bgZ8QBnJPAgNSSmaENAXkH5GPFhvKsUxjKq38fY8xw1EBN0ZRilj0umT75jSblvu0ZuSMuv7ZbuHGdCg85yEJLF7s121jF7VpSn51nUNIqnlmWTaXlH3UKU79+Ojjz9vEWz41Q7z9O2Bs+GC2RnORwvZyTFErbcvAgt9+V/lVs1Sn396Ji/Dv1N/CqErRlNt7+MwhttaLrNcbWrYsyj1NOP7mWbK6t0kkIRTb9/GZ0LhvHwxBq4J92LG9D6l1ex5Tf+g1K3JoyZg9SuueYaAMDRRx+dSr/hhhtw5plnAgDOP/98dHd348tf/jKam5tx+OGH48EHH8S0adMq9FdccQUmTJiAT3ziE+ju7saxxx6LG2+8EePHj6/Q3HrrrTj33HMrp5yfeuqpuPrqq2v7giMJysmgnLCY+I5b9mkJioDY2a7+e3B//hgJrFmMxKzbcMH8ZtXPqh3XUgKMhwA5fnBfuec0S5paEhwbGAbPdIdVJNGMn9cOpPmFXyU4UoGiIznJobZlGbDMO1hkAvHc4tEyH8/qncq1WnV2ESVJApQS53kAofWq8m7ed8y5soXa9aqPUOrtB4oJxk0lrhAbhjZR2NCO/voO9Nd3AB+p3URFx+Nr0LVoIzqeXINZ//WBmskZ1Shvl9iKV7xt62i9fwV6X2tC36GzMP2E/dC9uAF9a1vRt7YV2x/2puFRImIrjw9961pz5zkWMGaCbum+pu9973v43ve+56SZMmUKrrrqKlx11VVOml122QW33HJLjJpjFENlW5k5rZ5cpgy6bx9rhXMOznAuy8u30k6pBnt6RwvYYC7k5Om89HGNOsWWu8RR8vF2OeesevID5fICaQeyM/Wk2YOFQcvfh6k5petVTQURaQmAutQgVqU9SctXJCMAPrnOgY5k4KCzYoJdz3wXvZQ81lBIdWInsUPKIbBOVNFsvvY5JH1FzPjq+zBuStrFG0tdRJIkQH8JdRPpEdW+DWPslpgxhlJfEeMmiUazFTVE72sDS7u7F2/C9BP2k99UMMoRvNVnK8GYWV6uGCaQATZBx3XeHgcplRS6xc472ydIJybzxXxGM8aizhyYelQXtDY4Ar4bD3z5BbO/ieTk+cogmGRZ7CioANLZdiMt8+cU26jIMnIFm6l3iHwJZ5EJ6kcQBJGhL6svLQPIs0NC8vcV0d/Qif7GLpQ6jGvmosdqJZ1FIH92hQKjgyBbkiSVu8X7t+Rw80EEqgcXyn8XNraja9HGoIGHpltfwqafzx+YuSdQJ7rGVBGDjqfXouFn89C7qnmkVVGUUe5fxmi1L2zuRM/KxqGEMfoeWaFBt8I/i0A6Q7LZb6+8KLgDGtGMmkTP0RDABCJsJmUMoDoo5WaFpa+d1cgLZpX9PBxT0I6gmlxlEgqzXuQZQDB5ow8cE9ZjOUuHvfDGyBnsxHA0ReM7ets/FXOzQV74ag7K/oZuRRK/h1UA1T8cF41LbMBIHRjqYCcqP+KTjZhXS7T7xlteRNtDr6H31UYyC4XCxnaglKBvdQtNMG543NfC5k50LngjH1s8RtDx97UAgPa/rRLn6V7SgJb7V2w1M7GjFiPRrHOo+o03voCWO5eiUN8xkLCNHv6oQbfCmMQhWhfV2WSyq2EzONYMknSWPcVEQEOxSxIUNnU4R9tHHLGBzVhAyvHMIejOE8RsTvq5gIdoefngv6524goQMl3tFJhBRB7xkQI6ZeobhJwqHzRg5SraPBZfONtz3Knb/pVBYYqmZzENYVlRZujrW1yzz3kMzLngq4shgXFNvGbhBx+OgVmXHQLQv5k+9KzU048tNz6PjqfXyuUMk8/eeOMLaH9sFboWDuPBVaMEIXax9f4V6FnSgK5FG2uo0TaMyreIq/i9rzehe0lDfvpEotAwEHSHn9uydUCDbkUK9JVhBB23bryW+4y9TqTrQeD+vkE+fatb0Pi7RWi85UW/biONrW2mm9vXGGOvQ4x8DU7OZmld3y5keblTpjnTXbs93ZJDvr1yKNMivdrKR5d3ExnRJpfj3hxqwEBabj660BVQqRPmYwdeHDJD2xG3vLx6AKLCXtCpBB6gLluZRWb0MM4HSZKgb0MbSoPL2mPsdvdL9ejf3FWZYU0hYO9nUijWbEa6fC1Xf1M3Nv9mIboWb6qJnLGOUldhpFXYOpEt5kbzn15B6/0r0N84wqf9l9vnNhp9bqOvrUiBGZmuTotaLup1tvO7N1XOQz4t0bNsMwCgOGrvEtzaAu0q+Oql5FmtENAWnLMFOQeDo2N7QeRLZT0skczimf3Oo/yd3zZu5tyJPCcFjEMIXYletXIfUB2UKzy4k6NJSs5HIWyy9XMOGj4utwe9c1k1UUN0L2lA060vofmPiwdTyAo2+JNWKikKB4Sqk42CLPX2Y9PP56Px5kUejbOh/W+rUGzqRttfXq2pHAod89ai+c5Xhm+p+2joUkYx+ja2o+OZ9cPzPXKyt8WOPgADB+V1Ld4kW8WZp63fxuvUmDm9XFFLMCPTQLYG58sqcSYd2/MG/pbpVmf4AXU+4cLVeiOOiLIYK/BN2oieVSPPwCV6w7KEX3XyQDp1PRInmq0Kua/q8tgPLr0Cwey7ReKzW0LReSFlZEIyCgZlMrCpPKYCbKGQTAM6tVpdYC0vr6bJV6h3xj1IXg7X4Qnk06s+spdL18v16FneiJ1OPRDjJk1A90sDM76FwZlg9mYJp32QBecpGMXYt64VKCXob6jNAXLlOlDqGbmtZh1PDawE6H2tCVP237X2AmOCyW1o1XDT4ArIcZPHY+o796itsMqgXXgBp9rTYPbmPy1BYX0bSu192OGIvXJQMDuSJEHS3U9fd7iVQGe6FWkQy8vlo/3EjHjeS9xycab8PIbOEho7gewYUlWG6piKWSJdkxleqmPLY5bUGVy76EN4B9BybPIqT++oiacsgnwLod0KKOhcvokEtRw4Ex5KRh687vtktVLVP8XuyJ8yGA7moTox+XIeFEnTCAayyPzyfMW2XhQ2dQQwH0DbAyvRt6oZnc+st2UC/KqVraGPGgUd7bAdVjYK3nUsoLA5fqAnuB3GDGpUx9yDxr6wfuDKvY6n1gTlzwrOprY/+joafvEMepZvyU/gKIMG3Qp//045AhG8KQTbj9jGH3vI0Wjvc7bime5ox3MYRtpZB98izsAjJAIVr/rwDFhkCSZCTvPOYbCC5xUw1R07M53HwWwSOdTnlyxT9qURvMR1gloKnTPEB+SZcMUkIttA2J08r2wTnaBe9WfInm5fWhU2/+o5NP5uEfqb47ZOlboHZ3yNPdd17IqPiPYirV/b0JLr4brjOMqMjYLyGW5kORSs0g5benLUyMBoPHmfKLOu5wcO4Wt/YvUwKzN80KBbkQYx3SB3whh2LkLR8nLrbhy3TGcvEbj0kztAZ7RiFNrVTOCCOa4OuDrAkHPUSNpaRhee51nqoVU+GXiFyionh7xf6MFbIc+r9/16Z8Vz0CEn1BEfLfYzyq8TDxhYygPMNyC/ldUvVP0p6QdC9MhjoCq2CAPy+VaZUbpXrvCJhVmkMTPd3DvmZQ8yolJ2NQx4hw6jqy1K3YX4wRwv863NEREghzrRL53tjlleXv1NhsGn7VvXii03PI++9a2EMpJ6t/XWIQ26FUZwwzz3dOh+5oFZKW6xjZFyBAQHzY7EXYKlvn603LMMPSv8S2xSp8hvvXbK05GPwAxH3vGIb4Y4cHYsNWjGlU8tiy7KXlQheo80AyefkMgmJxqKdti+RzmNmK0m7T3BRNwFhPYVMaMpBkx7ER3wMv0XtVIlY3cRvQ87dtAoA8qze9wsn3XAlOtduHNb3Ao4eZTLMUkSJMWcl2LXyCXofG49Gn4+Dz2vNdVGwCB6Vzej4epn0PaA4CA4pu61PfY6mu9aan3j0XGg59iD+DC2qOXlw+snNv1hMfq3dKHptpcJXfz5t+YqpEG3Io1MATZB780auGx2mBvjSFwl2LVgA3qWbUHLn5f5ibMGNlsDhDO51GyhE94PHxl1h870eHg7l6hnCYhCezzJDGNsECrOwwWPgnLxBZhOsTFTdxGQLC/3zcAGB7+epDy2Jvjy5j2rHHuGWdbT9bNAFHMLByzyVD14INAtn12eK9WZGKRr/uMSNFzzbNAMcs9rTehd1Ww/GAyKJEu72x59HU3/tyToVOv2v60GkoF9rcBA++peuhn9rfkuO+54eh0AoHux4M5mpq53LdiA3lcbUdjYbuTJot02jLwHhxzIOiiSJIm/PWVd7bAVr5bQoFsB71QL1Z9zTthobC+he7orMxfDH3UX2/viMo7Gcs8Crr7FzA7menp5gPxUzEcHgM6rdCpOv1958SSubwa53IyTJPzAnthBIF9QExEwUjP8rln/6KbjCmqDGOYwUBECwhb6Pxtj2yPPNHDS+QZOymAHHWih4WeIlPsBD+tKGjPrKx24cMngQJZdDWfOUvm5gDnhfmaUy/weFNS3pgVJdz/61raIWCaFIlrueAXN/7cEpT7HKeUCW9y1cAP6VjWjsKFNJLca5SucepY0oPXe5dhy3QJbzwwFGbQf3FU9q4OirThAGk6UP2mptx99G9rd3zirT+r6psUSGm9/CW2PvMZmb7lzKRp+Pg/F9t5s8rnX2IrrlAbdijRYh4J4FGP8M7WnhA9WJLMCITqPyJ7uuALa+pZ18QEURQdgeAZKomYQOX6unjCAd86fv+XuZWj4xTOVez0zCc48us6L9T2n02KD5NGCwHoeEvQJ8mYkjEfMcuuQ5d8keztjOsQP4C+SHViO0nEqD9tCfTv61ssCxSSkTFmlwJ7bIq6j1TwinfbqQcakz7zsPZxfluvF+t5gvkOWZpZH91j9TSQrbkYhkiRBoaHDPbgSxiw7j8GP2vT7xWi69UX0vtpIk2U8vdxVd/rWtqKwrq1ymJkLva81AQnQvXhThCKonkmIyz/GoUG3IgXxnjKxk+sxRjW4spTkSxkdyZK2kVhfHoKYGd+xCHbgJ/07l09GneYcPaspoPVNKMeeuuzjxbTt3hWNSPqKorMFfOoMS76seaW8JAMukU5Y0Kn4rnwAXw4+tsSsKR3A5W1wpJGjgJMzW6RxELYZFtJZc1c+nkiWr2qvcxnlpd1JkqDx5hfRdNtLKHUX5CKZA+1qOtvO7SU3xUo7Be6UwahBhgDaMsrL2Cek3fPcBtXzOAhuK/A7+ta0oPGmRWi8+cXszELGxksJuzWnfKBa9xJ6+X/mr+daVRe6vL2G333rm0AaggbdCtqAVo80w04L5pdKyjCKn0tb9DPJMnNR6ulH7+tN8Qe4BL3jWJ+tYyB9nxF473z6BEHFlgZIHG3AgAWZwVePRUGoLy1gDz2VJrZNjvYS+0Ejytwizav+xgTGRIDN5iH7Cl6H4Nl0n0krm2Y2kMqnUNkizaNfCpi1TwoDA2Dl5cccrRfUTHBVUqlTEnQPBoecF2mKqXpf8T5radxuDIykBxZkPDi5Ue00y0rAgGX7Icj7urGxGiD1LN0MACg2xV2ZF4OklKDxphfQdMuL8eWWeXm5Q24xTJ+Q8wok4rcVaNCtSEPsuCWpf9x0QhliOEYJw1iIaYIO3xpE26Ovo/lPr6BrUX1w3mAkzh9bF9iZO2tag6aL7awS6w9DvDCwcbNg0gcdW4nuUZ9f7vSLHocEm46CSSrvHMeXzRPCxzl+4B9YyKMlBpk5yWcUrjcmhltHzlOiAlwfLUcvWl5uf8h0tqwVSyjb4Nz22Cq0/HkZWu5aml28x2EWOdQVkoAZ58HfXS/Vo+Fn89D14mAfGWGbrSzmWRXVQYSUf+RKEze/GuXJolouM92MsYvUrfuVBjT/aQk/qBSI3E+udwqSkZU6+9C/pQuF+g4kvdmvh5MPaNbAfkfzJI0qSbI1QoNuRRpZlpKT7DyEoZ1trIHPY1ZiED2vNqJnuXvJbc/gsqCuhW/ECcgcHFYlbS3DitaBPMx75TKQTzBxRZcZ+x5gmGMaz0FqtemfcxiYkOYfEirnncM3rCk/yenlMbypASVW94hKG9xX8DKi7hfOs04Hl5kJwVV4xGB2eQ9l31ri7luD1sk7sck4Pv3N3Wi49jl0Pr/BLcvaju0vjLa/rhz498GVDvmEHB/Mme6MhzE5xQb0z3H9r39QLxMi9U8KRXZZdFa03rcCva83o3Peulz4tT36OjZdOQ/9zY6Z7By3DpYHYpP+Enpea0JScATU3KBOjM3K065RW+o4xLYvQcy9NUODboXAIbadV3Fzy2FSIGX4LcPksFRZlx6WSUyHor+ElruWouXuZd5DUqKDF6JVFtt60PT7l4P213Y8vRabf/Ucih2Rp0yOMEZ0wCCPPZw5wHtYkasTZzr30Blkv4Pu0scjJ6QM8ypvZ1ASoKA3HzI0/kgeAYNS0oArnUbRcSwyvH9IfXM+MMoj6ygINVBFsZR4kqHXj5VVGFcbd23ozIoqXQYd6rZHXkepvRftj7xO5BMxF+kQFf9YeYxvNBwr4nyICEwqatdoeXlMtFNs60HDL55B6z3LbfEh50lUoW99K1ruX4FSV3orQ7Ez8vYWA10LNwClBJ3z8wniWQy+c8e8dWi54xW0/tUxmETkcT93EOSwVYLmGzcBliQJ2h9fhZ6VjoPfYnTZiqFBtyKNykErPro0vTeNzByJqOxE4B5hvNKnm3qWQUWOBFJLiTufeQN9a1v5u7uNj9bx97Uotfeh46m1UXqMGZiV1fVdY4dW7TGnuJkYjta7F7pGy8uZw5aikGr6sSPhkoEzRx7S9iR2kpVfLsqVLzrQFGWTfH9PsMx9a29Q7R54Tbz2PgNy+C4phJ5eLpUvCkAz0rDjyMx39Akgq8WgH9CffQmsCIJDTftbetAxb617sLs65i4lkfaw+m8zmBz4HRSbMDp0L2lA10vEFjTfQCuhWq3RvbgBSaHErvArQ2r3m257GT1LGtD2qDGgE7i32KuPi18NrhAtB/jl/eKcUPvwy4j3rvjrifikfPcKjqq/A3zXnuVb0PnsG2i5k9j2Qmtgy7NItt7IXINuRQrCbX+ORGFadVLwEknPqGpuzg9NlNoj5Ot9Y5ffEGwLjZ00rWSiJPSu5dECzvnlnuWxbMx7rlcOgUZIXc3TQQjeKy1/weigVjDqX2zrSZ+qHBVgxERUrFo5wKGTj7fvvvVQ0aF00s4icBl6OtZnBlO4GyqcqNHp5ZEfwGY15ERbRFn7yiH2SNczJmDnug7vQCFBI3D4kyQxvvfA302/fxkdT61F6wOvDuZhTk03BY3YmQQDckt9RXQu3IBiW89Acn8JrfevQNtfV9onxbs+d862KxuI+kM8kqC/sSudPedv5dzXnevNNBGG1POespUkA/+0PfwaGq6aj751Q1tP+pu7w7ZYBPYnZZJSe+DKhJGuuiMMDboVfCeJqlFv4X6x4UWYQzfwd4ghMn6XPGWQEhMbdNudgfsgrSEZTnFbxagh8w7S1wvoZOvSXiAvR7o9I4YmYC+0s31aLJjRdoo+pPo4dfDJ4dtVqbsfm3+1AA1XP+OQy6QJfNX4vYqR3y0Uudyta/3hGE91lwUX17gZChE8W8sd4OUIBPLcB0/Wq9BtTZFOcSSomJsnFEBy9aaXh5+k1DawTapvdbNfmHnFdky9zBhMVrPoeHw12h99HY23DFxPlV4xV6Qz1eigKdGhnKYcZoBDWrb9LT1of3KNvXzcPNjNwa9vYzs6nl6b39VWI7GpuFoX32s4l5fbincPHtrb/uQaAEDPii3Ycv3CyqGLwb5oAH3w2QkiW7n1YsJIK6AYpZDO5Pn8iLzjvcRgWqt40hlgVf0ZEBBlhqujDBgNHdNgY27jYc62PEmISbXqcwaCmDl++OrbaO6fcp/1t5n0b3as9MiiSh52SmAngngIBgeTJPE7zlL5wjiw0sY89OKgTorYODWDfJ9dp567/MjgPoJ7X8Fy49wHxrMGflbcKoiAPLGubAwzQR21WkCQzym4jAhb3LuqCQB9FZulmivQpWhiENOXmNNzVfItNR26Nd32EkodfShsaMMunzzEnd+BpsEBi7oJ47D9e/eUZWIQczONE8xgbu+rjZgwYwdM2GmKYd59FV0ilybqXDBw8GHva03iPKmJbsLnsflYf4gguo53a/BZHdCZbkUa0o6anBGPkBF6YqKhjNNuSRp0lM2tHk336Jvx9NQUJNd8uJz0PPUYTnD+Ty33kQKOuuGQmYd8J4+AyhrTACVtu2bVxxVUenIxq3G87POega7lAGMIkkRwDgcRODOZ/AGctMw9ejF0CaVzGSHLy6MHVYQZRZGgMM1IH7pCr8ZBQvTKLDdvb2BB8SgZdVkadbN5HHIZuPvN8E3diTmrGbV/NzxLXuDqnmuLhIlSx8AMt336fli9LjTIBmC9yHV1Of3OhfVtaPnzMjT+7gUiTxxPahGe9SymfplRtxeZHOltFhp0K/xOmHjZH8Wb9zREo41mZxrTXwkdTQtZRptDluj083vFs0x0j6bl5V2LN6F3TYuQWhhYG89cDkK0z5pxeXn6Mf1O3rufAw+ASjiv1aWPhHEsqC0qseLKn8MfZcp5h7yioPxy2Zfo07VWvk4m1bNE3VIRjjJPN4CcZGVI49JjkMkGEAR5yaw5HPYr5qDFILGm3AyBMpdXEFyJ80gQU27W8vIcK3Ygr/Dl5RHlmxN6VzUPqFC+k5vxQ3O9Xs4cMAodHA6gCfartvFYXYNuBchAIMKfrTyqXnob7cwKaWJm5WSRqj85p46nd20LNl35NDrL93pTxkgSdUcGhcOFQkMH2v7yKpr/sFiWQVrWEe+X62Etkawksa/L57EIxIIEz7LMEjmXREdlo0HNQHHvEdne3XUkh4GDUFrfanJn/Qm3xfJVAxnSSMEVBWR5Y5Ynhp5ezhHkMrBiOt6MPqFXSAV+H2qcLm4JbsbBj5jZcYpHaKBh0uU6YCLbt2xkcj8a7i69hpGC9Sq+OpPXyr087+mO6So87xEzQC1aDSMZhAiamJKTijE6XNaaQINuhR9chx61b6rqh6ihVzmO0tbILYca5ME6FKKYOx/L0HrfCiAB2h9dNagXAaeqfh2spW0jhGJbjveFxzrjkvwmD9JRzSPSltAHZIgJePPu3EKcVt8gUSpgrPqbc1ZC9uPm4WDXsPwSl6GUbWp1M6fe2xu0EZFZQhLKdeQFOtOiHNzyEm3fIYJWNqbMCNkiP15yewAlT+TcikdWZHwEMi1HP6JdVfNw7nEuI+ru6xwbqncAjGgjMbPW9kEiHsXikRSKSArM9XAhgwa17OPGHMwBJLpPk2Qtgw2s64x/fczIzELyIYUCiKXYeuuEBt0KxtErp9mE4uA372WWCfHbSexIDx9ApJEhmGUNLmXDXHu606MALmFStWqLLCPUQVkdZZV1eXkqzfPcxcrJw5chYhuGg3nwVovY4JkS6qQNG1wIueM0cbT9+HvEq8U6Bh2DWAsqgjdQMw2jR0wlzRdsu9Ok5ZfJ/LA6B878erKI4Sz/AD2cvCMjeum3zRM13Zccw5tpf7WUmxVRr5pBT+Kwvy03LULDL56xA+9K1avhWuDgID0nubmekVDLthDDI9sqiaD6FV2M2+b6cg26FWlQMx+hjlnESHcYbawAI0vMYWsBAYvrce/qFjT84hn0rNgykDBWDzoLRabXZDKbBe38rgGzhSGnQ3uDUlEvxwvKtKc/QmyKRh51s3vJ3dn86VVpnfPXYfMvn0WxpcfDX2i3uPRYBK1QCEzPSuv9LlnsfXxBBm9Bjoi5Zbx9fR8xgBQizzVo49Rh4B9RjODTifpmbIaMcLE034Vb8eYoIz4QJAbmQhEQuPtk2VuiBQN0wxWTlBIUm7uRFEro99nUQbDvm3WgyZs9lL8jXVC+/c3dKAhvzgiSTT2Lqa7iVRIiZmH03r1vHmybMbcG3QoD7FJyOy3Psx+ighOp/GDHMEugxD9vvmMJku5+tPx5GZ0v6J7uanmB6cON0JPqpR279P0kyzpJWbz8XJcuSmS7SEfD94/VIbF/uGbkO599A6WuAtr/tsrOTwUdBG82PQS5B+vVfw/9SLV+54oWHz8mzcsvYADD98wHsi4I2nst9KmUWWIlhbMKLEMLgV6qdBSDW4UimV0PWjotcNQTyOsox4PVQ5LPFdCkde9v6UHD1c+g4+9r7WyCwMTVf5jb32rWzUgG/SMCpGJnH3qWb4lYRj2Q0LN8C1ofXImSdY95oCIBBVfq7Uepr7/ye8v1C9F44wsodQ9c9ZaUEn4Zvgm23PKIusNZZPa9hgGjZXFmLaBBtyINcWVnOm9fWnXe0FEyX4ecV2Ot8HGf2pnbXmnJdWAuhIxIjjRSV1IM/lMsoe3R1yunfDoRMrCe81K4oX2d2R1vJBg6qd63mqRakGvAQhQ4mgNVArkhkIglyjCIH5UW0/5CAracxuZqhthBpOpswu9PkwmDSHHAkzUoFciUnCHiC/jIbs4RgQYHCJQO5cAtIL9L9DDXV+ent2a6I2w2d6A211/0Cw2HaTYdTDueXI2kpx8dT6+V8TV5S8soL9SZwTxXWIJ0I3/5Z+s9y9Fy9zJ0zl8Xpt9g/pa7l6H7xXp0v1Qflj8SSbGEhp/PR8PP5lvnhpTPo2m67SVs+vl8lHr6jcwOpiHnHUjbJmP3K98y5uC+yIGu9HkMo8TXHMXQoFtBO+GMUbWes7zLLPwZYmbqXB2hZ+WZHNzsbKSBqRtnNLtMnesYMnLV7znYqXW9WI+uhRvQ/H9LLHJ58RqEIuc0Y7lFBq79mzqw6efzUGwzlvE5/X/fTIkgAM9aRULyB5WrQ0fK3BCzMc791Awfl35BRSQZ6IisX85cxM6I4JOlpc51hY74PpGOWRiqBreYb2g3CUmdDz0siIywB/8hngVfnxPQL4auL2d4i2cfRQfDRUS/ASexxzjyCRKyrna9WI9NP5uHnlcbXRmpPx0Jg5BcpxV68jwQdzq/AJYq1WMQ4pf2o29dK4CBGWsOvu9b6uwz6KNVSsEqhq7CkAxjNjspDggtbGgHSgn6XNeectsmQiF4T9snFciN4cshh8HfbQkadCtSYEfHfY4ZwUV8/Qz/IEUi8XlZ1rGzbRaNzHFJiiX0rGxEqXdwdNQ3yk8ZTNFNEKPc4tXZkUOpXXaiufluUXUgxS+E2JPm42U+LyboXLhRpo9PdqxOXsESgQEIYFEZaPA57x7dgw5KE6/SsYT4/w5BLI/Yti+uX9KAPSyrmE5SLqycykhFVZL8+3opQ5oR+57Mwzz2dHNZAqtQzJVGzjFE03GX6MIFu5bcgYT2x1cBpQQtdzu2dhG62nKN39xKtUxBEHugDMMwEKLl5cZsZsj2rozP8xwfZ1Fdn0rmmQAGE2kwbVX0gHJzgasGee0xC7FnhF8XyjuvCa2xAA26FWkQlT3hAmxpQCLpwETBuBl1h0OWfYCqzk4KZYSuRfVouXMpWu5cCpspNQi+dS7XqRtHvJc5618Nacdu9oeuDrEudkjW43lHfSJhZaKWloYuL+dE5RFzhwSekjYuzUdlocqmOimXb+gnDouXJUoRdVfiyHvKg9KUDMKoRKJfoAdMApGSGzuYYDpxcfKl26LdtkFacTl9JN87sdlxoqU2IOtWHXFAWZUlty0vRN3uHZzBdAaa4YFt8DVxJm/pTHdeMTe3vDxqIIUPmNgrHiUycwzIOF1S/olJl5cbxjXQPF29DAcAZ0IIaz1ITbGtQroXypknMG+m4MUXq1R+M1ZHMrJbJuEGKoXGq/OZ9QCGllvZM9vMTHfioCH0yTcorDEGl7TVxe5nlwSb4vwRtDGNJlRGVXpqKXHgd2ZnfIepbvBXEcJfj33fQGx7cn5h10vkISbkOyd+mUklMIsY4CD5SXXLwpCD/FqcMLWIbyqOZgUIdYBj61JouVfRR81ik2JraBsDMomrFmeHyrbYnPU1+zDCR7C2gkjiXMnBo3kELowdzWWQ0kfrk+n77ZU/kKF76eaBrQUrB7cWBK62SH0Dlz8mWbVYJSPotg8XE0oN8xA+fxajHsT5yN4BFh+vbQAadCvS4PwJj7NAn86ab6dLSQ3lEa9H4MhkZTbXSM/jEJkARN9HnDeoZUjSV+dewXyWR3n6ArqQvpJsA3Vhg0yhB0BJ0iEfOOKQDuLyGIwgAh3vNhXO9ji+Zayqou820m0uUL63rKngM05UEEhVAm1HNdilSzL5IWUg3TotySjaw++VF/axMptSQUBp0SWIaz8WD4kiQn4cJIUUdMK7IFOeba4qUHIGTVb/w/SP1u/YRuDPH9J/td67HOgvDa04DLlzkAjCWXonHfmnIyGMXwrDOYscumWnkm2Y6vcogwbdijTKsyHEqBfZh/kc1wqdgzBmPwgXENUZ/7p4mLKdMGcYbdndSxrQfNdS51US5myudf1XVIdcfiwYnRwtBowaEZVcSWP/SP0Wd7zRB374vkEIr1AmcofFOYMZ6gRlgPc1JHU0JrCj7FEQ4jLGjjE4T6BPzTa6Mnv4eYXzvOR8fAMhofwIHsQsrChWzjKDTJYPIZ/KX4t917HvwqaFlScLNnYRBHF2Ls/vCITHRLJMZBkTiRn6+Ioc4Tv0vNaEvg3tbgJz0j11kJok6JbrwvKU0jv6r7ZHXsPmXz6LonHQWjTYgZ+4OugNLLMG8tKm4uhjnOJEoiuOtJ+WYh4ZrI91aNCt8Ds0oe2BDZYYfjEOSFT/HPBCpmEg3q31/hXofbURnQveoMV4gmxrifW2cBqk3F6n6V2/qyFyfCOCFGenFPuR/I4vN+nIsRN79nksb43t6POs25zdcuohH9BwJtdyoCuPfdHewQzhd2HSqEAlm+qRmbl3rfwOPl7c4kcfDhoUhbjzcWUfaNeCr4Kiyi8mWOT8iTwDiZDDyaSfRxIEhQQLrnoXGs+51lwTd4a33PEKmm59kWGWcYYxCWuh/k/OE7jqcdfzG1HqKqDr+Q1Z2MszSSY4PKeXu1eFBWgm0qNWS1QoWXHZWHFbcRCuQbfCD2ppIdso/MFEjHivrFAybs+UqPNJ/6y+ciIFK6jmDWJ6/y7R0Qv18aYPN8T1J4DG5AvAVVipFQYhMXel+lc5tFnreOhgQ5ZRYWFTzUg0SBrpSFDlGbrHNAtyZ58zQ9/3TxzpFhGdknajyxWe+iYeETKx2fJG1QX5oE8ioHE/5NZN+3mWv4PMPEaUQ3B5DtM61dD9pD4eSLI3wQgfwAnmIDXXd2TP/XTILXUIbgOxqigzAlB5VpdOMgah2EAwdp+vQyXrcTEfW+tcfST5LRbCyc+VnZN5bl0+5ZqO9tWWowAadCtSSIYijKE0PgNLSG2r9MpmiTy/RYIkJISDGmk47Jls+UFqEX70KAbRMeey/9r4ncvhMgHPY/esGY4LTUNF3RKd/ORihPBymQOSRxCxRy5nfBysJeVPynL87aLx8hsmR4UMuGRp4sP4QvN6+LHfJeRE6JBg0/d9qT5S0kztbLzsAMhn3wklKmMsBL1oB1bA3lhRHhj6hRfKQJYcAnmJIHM2k7JlMSeRW6vsBO9A3RASAokuGdpzFL3xHtZ7FUtgEbHFwa4+Hh1iqlfC6BbCg0LWFSq1BGUrt+KZbRMadCvkToYrD8uPCl6zOJkJ84vLVTXSJ3kf0olK+HeTBpC1mjwY7YaruhPz9JN2Xq6Ti3HKQoIst6MaKZ6Q4Ul3zXo4ZhjSxcMFTDkoHxB4ilZ3S4NDD+g4JDK4FgiJXWEcDN8ARkw+X/YKmTSQydkWkfUmfMlu6BgffThoEAP7R2BAGXRwnNgueeTmVT9Nsy2pplLZ4vNAiN8C4ZLAaiDmlhykFnGatATcVrUomym0IyGzwl6ZAnkhv2Ph9YPzlhn5Iqz9iO0HcqKJLBfuNayVFGMcGnQr0uACUt9yz8G03DoUFzjjRwbLWZDuxNLBezgLgPAV2Ksryg6X44UCA4NRg0GdWCc40r+3Dqqr8GAchWBk5MU4dORSvTxHhQOdhyBpOYyik6tjhKsJvJ1zSKAfzKSKIo+Z8wzfeagMCeae7y8alHSmZQxSJcjLnoU4lt7AINbbdMmj7EvgIIPwW0TvUc/zu+YxfmM6HrXq9sx134I+jD83zqFo6moyWZaUbo4ZYFf/SOs2mIdISymTZYAnK2riYyZ8G3Ce8s6tWvSUU57vEbOC0OWDhLAI6v9lOrb8eRm2XL/QeVDxWIMG3Qo/shiDyiyhI0gJnfqiDL5ID4+YmOVCuUXdDL1XREL85SQZVhRbe9D20Gvob+waXsHcXn0pvPXFL8N7kFHQ6JSgTjjaWOaJbmc/6otIBHUzRGAoyBUKIYMlrhf3k9SyzVFbgOz6RGUMSyOXyQ5HoC0deGBiUIk9D3MQeV5h9SCycEQ+qrB+h7yDhwk/cOoKTvg81d8myoQnZjWKYGJlkdZzIlGw1Z/XRTiIINmaFrPU3dQlBDHvGsCvPBHSt74NXS/VZ5fvkhlVEZnC9tnsDH0zS5db35RnJ+fm1ftqI4otPehd05KjvJHDhJFWQDEKQM2sOZatDqUZ/7rSgvQQkCQS71IoRzLNyl2VERlzB/+GcOByhIJrF9r+tgq9KxpR2NSOXT/zzvRD3wy+CW6oP8qhCslDeuzhMgNFDIixH7ivm5KKCvayZIw50oQgcKkhDexSj3OyCZl4hJRThmg9s675eGB03fSICxZiM3ayY+PNyIEBbhY4OJiw5cqW88a1P+5bUOMpJAJnzBJjhtBeNpqf3azjBleHqy/01fdaBLHVjOvq0kLY09c8vLgsZj0w+yDfKkih+CgM5m+67SUAwPgdJmHyW3bx52PPhHA/IlUQL8tn8og/F1PBJG5VLVexhOTbFm7pIaAz3Yo0pE5TzAxzLG2gAQQgX7ccIsM7AptXFB4i0/lDkF5b9K5oBAAUNnYMqkF0auyry/S2yJz7n0XsBkkJXUOLt+zgumbCnZE29bffMXIHI0znnktA5Hle/SMuYorT01t2fIQii4dCP4aPoZxH6An69LJ9Kk0YoNbMrITYPBdNTsqxQT9RfyJvJGPTnTTCCNsrlxwNGPhX0o1GHKRmLnFmT7/OZapbns2Zx+UTiL65O2gVzUgnZhkJRA7SdD63Hi33LkdCLIm2A7/w4HHY4dGxv7E7TS5V1rCB5Eqf0QZx3B7SQQjpScoQn0aQrUon60DiMQoNuhUpsPYswu6UG01iGDSSZ8wIXC7LxiIRO1IZtKc7RJ/A9BFE0OFAAP8OMeuno8rV5Sg5ewy5Xlln3k0eUgctwHkD4N1bHhaE8sFw1BJTL13OjUEyiBDJwz3oJPBaynZXroXNilwB5ctLBeyBWngHAFy2g6nzZfVDHWlXoCWhc9Gy8jLWT6/fLNM9Wo08mldsjJ15H40p3BFO+Ppnqo5FxQsh15gM5iCuxWz/22r0LN2M3pWNtC6Bfas3UM9aB0Lz+3xCUbzpIUoYH7YK7Hk9lF6RgW5wllAxITQZX0GsRx433YwCaNCtoDuJlL/l7qjJEerQEdlw0nCEOouuzpQzMC4ZHlthPyau/chgcEZhzO3wYGLyE5Dcxx2wgoA+wdhRx0NexxEjk3Ic9S774XDDFIQK4sQ4xhx/vuxq2jDyfDeTxOHs+FeGCBzoELBBTjxbKR/RqdGRvFkiqvypnM4BKEnDJ+gFfUDo6ocUHUEfdOgWMKBr1jZm9bMOJnVMUGoFNJF6+EiCVqI5mdDp7D3dAwlskGfMbJf6Bg+i4vpHUZ2l8tHZBrKG2yVWJ4vcGByJ/exWv5qz81oDm+icxR+p+DTE35IcDpvjdpTRAg26FWmwzjHvLPDNQ+AMSNJ9ga8EoobsclDded3LmNwnWpK/g4x91qBr+ECOFEt3AcQ6+A4HN3NMJNGN1Yt75vmmWWfP8go8a1XfogJ0mTLewY1QBLY/8hA0J3GAGpIHUttOkQnpsg+u0HJTLKT9hJe5Pz101TY7ECDhxcT4ohlKj10a2mLgKSxBe6iQhOwfFeTJY3921LJpnyxn9x5+ZZhYZpkkYjDDLANSg8il+6lbXLLyzLsfEcs3Bx88Awt5KGq0T15VyUd2/XbXN9FqtGgHKSRj4PV2W0kArkG3Ig1uOZ+vzscsLYwd9a/8Np8P/isIZLmBclp2mo3YObBi7pA93X4SL0ajrQrVSRqkArJVeSHyvfW+WjYhPEuHksdSVm68IrQj8zUa33uIAh2CVvoNiCA4HbAxzqLFU/BNcvwWMqUcNCH5pHbcE8AF1e9osBEuky0gMpcsU/dE/c7VYNHfKrBfzALqHWP7HcEgQjAi+mYpjyRJ0PH3tegpL72WKOKzSyI/JpDemT8gmKcCf8unoXlY1T86QPPDvwfb43eZe9el+nHvZA56SGHN5jJ9R0zbsWgcNi1Y9wBfPNhUxVWYrSTm1qBbYYByXikyrqMm+eWhVPlXQv4t5hYR29NEMnnB8XJsh5xLhJkjzIMviGClevliyOwEGyxKTnANWhbIBxdRK6M4x8XjqOfa+YQGACE8gmaBfTJqW4fzZh/bbBPRhw5x6qmKxX8Xb72VqJFXgZL9TGBQQ/12pVk0jmDafEQFqTF6MjT8Xc9EUsiAnViZlABZGgnuzvG0cXTaet9+WQH6Vreg4+m1aLlzqf1QxFPoJ4WcPyAQI/N7ZI6OyOZ4A1JGVqgpCIy5rceuO7TZTGaJJuZjoQrcDHO4Wn7ImAZvO4nVVeILSW2VSbuVRN0adCvg3Rcq7VylndJwBw0mXeiaQSmN63HEFWF+JoMiA9Uu9fWj+a6l6F66WSK0dgh2CDle6Z91zDMvK6lerpmoLMI9YvzEQtFZOi/fKoI82nYMX64jlwxu5LG83AUqOAiWJ7DRMc5qHstuvU57aCOMfM76/XZdGP4xSqI+Rk1vlUmJyuy1AcJyCKqfEUtZAy8XCYYZJDl4Fjv7ssn20guCCUlW1ywpN6NZcvANP5/NkCGwNTWEPRvviYhFgzZmHiJNIsOq18zgEp3gR9BgNkVHZ0odXBqiRnRd2DqC6FBo0K1IgQ068urQRcNhDnKPwY+Z+eZU8o7wiphkgNOYU7R+kq6FG9H7aiNa712eSS0RJPv2hLMVQcugJVeGxTpL4vxVNITuidmre6fLHbSCd8rnVF8ysy3YwW8oAE7sNIMFVW7edi1dkh40BR1IIlkSHBJQ+liwTiEV4DH5LAffD7HTlamKhXh2jrrlg+DKq8RVbw06Ux2qjrOzTlxfKzrUTGq3CAEemc7tVEYQF3e4IxM4SdphAuMbmH4CzcS6uixVhzhhVWwlS3mjrsbM6E8YfOlDWRNhWZsBWcw3jkP4+GTOPmCZZ9b3NGfTvb5sjIxhpCHz5e1/D189Gy5o0K0gQflgtOPraRSc88cJlaJWeVyvynVQTr6hJ8BKeIbwG2JS6upjCGsMnyMZa68tQ59hUzdXxZ0BY9Xf0vfh6o535YmLpaPihOgRQhMSDwWJoAOYvLiT6SH8Q9unL1gKXYYc7RAF0vkGEYSrQsLV5ZlIrxv0nyyd1UEMy+8bP/NnFOjksiOCvPn4tDYX0lZygarFwqUZM1WZGGkuFuN9y9x9avjq2MA/wQfsUboIvi07aDCYwC7Gki4vN4vGF7ByCK54Rm/hyx/TxnxL5qOdFbfIYfN/RXzzZpzYfyX0czeLrSPq1qBbITDmjMPl64h8vprXL/IZWLpjtK46oeSwW39JL8ZUjmAaAcspZzpOuAO+/E+lrCEkM90peo6X9JnACZMGFxL5eTgb5Ayu44OOgu/sbNshjlGE7tIlsr5ZuPArtARtjtApt2DLJy9FktiktXJksnxPcd6AQIYy57HyxWmJWdhkxtBlndXseYLAZ6luhWocEqXM365M/tUFwXIj+ojgK9EMXgOqGrPl1DtnPNjKGaCxgxfpukUuN48J/KgANZQHlyGrSYrN7x3sNn3R0I/oeyzjJ7LfnP8buwrLqRDtjwbxjrEtYxQadCvS4GJNaYBM5qUzp0dmJZ6j6chEIHLmYCBbhIOU6eTxfC1N1CEjsbAMvy/g8SVUP2PoUhPdgUGp1Nd08JKc4UY9Ew2Y+PhKg39JB+wCMZMf5Co4v4Gn4LO0A9F3l1RID29B3tg42u9oCRxXp00z6Zhv4SlLuh7n9O3MNE/AIeYdvL+YqsuRdUUS9Ej0jJUHyCul08E3+EvaGyfGzOfi4bvH2mdfRIrYCVafErE/XXZgosEntFxd/ak50B3FiyPINxj165Ldp/GNI3h1KMO8qYY9vdxT9oJ+Xv7mgZlENFJnKV7eVjK5nYIG3Yo0EusPsuZHHTjFpTnzU+kxVseTJ4+OT2ohfAepEWzqXMuWs3ZYIwTRnm4In1m0jr9TyR5+Ph6SFQYeHVw0fnauuhzQroSy2PxZ27ZTXkxnXg6EfO08QA8JJPx8wZKrrnkdP/Ndq+pk2IgIrU+qTjLfOtZBFZB7tzQFM/UXsPd2DE586M4WSbcjaKTiwRNywMBN5g1sYSydJpfpEvxDBkzy8LylLEKDoCTxnCpf7ue4mUeBvJi1yGbZV/52308tnvgI8cGG3eeIKCuKh7SNBLKVP5N+i7AsMjhsY80CbYmNGyXOa0Zo0K0wnDdpME08y8sIWf0TY+DFo/RUYuA+K48z4F5JF3VceVoPSXA6ymwSu3LP6QA4fnIdEvvegrLylW3IkuBUtoAeNo+lxFHtT9DZxQ5QBAWQtXieQ5mG0Ioc6ZAXCXBsOTZWGmHvxfUvoC7EgiqC0H5GMoMX8h2jX9vnrZt6lm0NkY/ZhkQl8TG32845Mw9X8GsFgpI8SYpQHKOyV3lF9rPBbVVq0In3iwnmXSvBOJgDfHnEtVKEDmpH6ZIxyBbX68A8PkYuv4gxFe7qFurgUCwEbYbshwKEjHFo0K1IodJmIhwP1gmIdUjzHFmrsJTwTMj0XExAUAwe8v4CgzeSLZ6oA/byKwc9y4shDAxQo2KP4R4ECV3K6qrbrAi6Q6SXz4t6dIIvTTtkgyR8GZCOU85Bo0QvcvQp8Bv60ilHWJIxtL4T9YoK4OJOsGbkUgha1kvYc1fg4pNPzfBX/uYO9xKUf4izT6ZLOlohf8A4vdxFY/Digl+bra2EVZddTBgSY9Al+lYTCUJv6TBpJDLMMhGtfkjo32YVCa0yZnzq67fztqnB/KQ06TrI3/ohFMINcBgDRaMKgX6T+LmDKDLbmIQG3QoDnANFOVJEWspXDmgplBPk6WycI9qCc9Si7grlOqi8DGhIJyhwbqsdjqiDY6IRcFgOwL9rUNnSZZK46hEVSXqXKUuCCoKXQ03vA1edcLyT8yRzLn8gfG2bXaHCySa3s/iUYVgK3jdk2ZzrvUTnUxA2UiLT9xJWUMGVt8+nFQ5+emdLWWVYDfi8lST3AVaSmU5ZIGYXmngptyugCW5zggzsQADPMqjue+xePoGFoC6LuEhsdBWJczm2RWj8zU0rOpWj+UlpJHbCWfZMYUiD+RENgHz9jpCaO4vAqoMJXbctnr4rFfjHIkjqDpvfX99C/HbRAKvPxmRpJ2MMGnQr4pxwppMX36kbIi+WnsoncRYoYmsvk1AZjx3mAmHxnbAcqsnH1S7o7pi3Do1zX0KprziQEHpTmnhNoJkv9iFFzyQ6OyuB00Q+c9QlYYApViOmfEKKLSAmiEd4odAyI9pvqCps3oD27DNJoQGCWB+G3KeHL1Po0lZpgBsDkaNHpUVHz7YoVzBF6SCwp+nvk9AyJJlj66m3usl4BLsFiXkHsl8XAMK7zznBkPVz3NYAiZ6uMgm5eo2tyx5dLL6G/uw71DhYkgTDwTzhKcuYNmUkSOtoCAb5De/kCqVAaLbIvmAMQoNuRRrciLm3c3V31DVzsKwRyICWKezsnPRxMaJAJNEhu86qCX31GtrijqfWoPBGG7pfqvfKIk9RZ8rToia9fyKfxInwpYf4n5FV0eusOj90eNDMFd1QOl34vvfzjno7X8POJ9LTfO4LjnzfPdBhk5yOH+//+Hm7swraV1ValJ/K5cliC6X9ALtSKRGXAX/2RKBzLTnJ26wz3kblkelK49qn8LW42xiGrqBjAjennICBZmmwHxNMhtAI+wbR+0tMeKqaJPz7uWQQRjTIrroYM0yCx7lzGRjPSG+toPS0Q1fbzqJIjD8pLQtK16iVnoHvEEsTQztGoEG3wg+mofl8XHFHVf1AcgKsl5fkJAm3My4ZkRd3FqHnqHmNeYgXlk4ejhHQpJ+6ENQMUCgHgCnPAAffydPl3PpWhPmWUcd0UMYSPZ6UcWokjlhmBzSgvvnadrAi+SLqW+UpKKQYnCyEQYhYkEk22DapAYUIexx0HZ5DFyqJ2xYskhU8Imc8Do4VYuuY64VtkigvnMhLVx8z8HPQcHnKyNwHBsL1rZkzRSy7WxmhItI8cuu4FR4xExLlKsGeRyCx++Y3pXVhB1MTdz6GpRtZ6a38NMM60R7EwUeR/YPVV7P+o9Q+C/Sy6pugQYWPlgTQetIi+4KxCA26FUZgQj335GF5y2WL+h5XJ27KixnF85DGGl7LuAeh0rtaSS5S9sFwLjuKPaCIpGE6qJjP4gm+/IM9/og5cFKpKiPxWxRcC/mlWGXoyKjgIyQ+d+UjV9sIAyFvvci54w72U2IrhUemyGlh9PHyZz4g206NpLqQEdUMfpbD8Q7f5ytMdKYF9q2VNpXRvsFR18g2y7Q3SX8h6Y89tOxkv8imEGUdE7yJ3sWQIzhUPvMKs4g6INm6EDMeG1W2oxHGKg7bNrhfUhLs2pk8fGpZpsEBbkB6KO8KaVjGraHKARp0KwwMddR8g6D6H4eHQrJgnT1uTZszzQMvm4Q2gCHOgNgQGwnBwamDVGIoY64LyQteR0+Y18WLfOZgF9OpOINECWOPKN+suDOjhDnz0FkOOdSNyM5YHkBXP6btjFinKP3gDo5C6peTd4BO9siMxWNogU+WbxsYRGYUQaYRU930AV5C3tyMl9ROudK839uhJ6GCPTPH9KEunaSI/bauZf0mAoIT8dY0tv+Q8DCYSNpwAlS/jGgW2+dHUA+McpWXCVUhzHeU29kqxoF5POxCnofWD6l+ZlFZRef+tjKTGtGPB7IU0bh8omDGFG3kS9XSDxll0KBbkQbVR5BBB9OZUI6eQA4t3JRLKOd1WiI6Qpd6iZkQgcyj3oGdb0q2YMY8K+qMfykQgRX7KsEBCMHU9e1iThwVO3F0/qCVZVSd5+T50kl9jC5X0glShsHb4CW0NmmwY1bNX8IndgZaUE6xfoNzVpZoOzLHSmj3iLIg+wCeCZFZkE2aF4DsigoBYpdtU/IE+8Nr4kfG9mnVdJJ+NHBg2spTgWdZtKiQ3PXfWlLrYie5Ek2qA5E2xNNY4ZGq4qHtg3nG+WguP87n1xl5rNXKEPIYxfD6iFY5iTmn/gy6hkzUBwvyJOacssR38ZOwXbrhU4n2yOeh0xiABt0KfxwpXoIoTKvmSTQ8dqJbEGT7IPYbrQeejlyoFzfx7TT+vsl/7kF1cjUf6jCzPBDClnUShIxydE7oTtHrjYbrxejg7fAFokUOJ8/An99bVAEOusThzwO58InyvtL0ktHIDO1cbOOIlU3yN7Ipvc0n+FTbuDTRIFLGuuC7Is46UTuDJACysqPaH2db7EzppMDlrxZJTHBiPZII5n0UmRqe4JFquglkh+dZ/XdgzRD7GmaQV/UzU2Xk+idf1kgb6Xwa2R9zYszvRj3PKMMeaPfUNxF/Rx5zIoGskxGDlnmtKrCySXyoGvmrwwwNuhX+ip0Qz6hOmR36yuDcGw9E7ZAN3A3VyomUAWQNb9rZij5YzURIRyny/10GrUZGbDCYtw55yTJDzzjRzr1rnBxfzONzNoPKXRBgMRDPiot0kvLyM6Ap4uqU947rkHYQkSe6JQRWr7CBGMcDiUmNfeZ6TgaVHL1AXrT9ETQAkQMpobH7gejZKkm5UmUaZD6EZUD0MQmVmMqTiGQyvfUQ3zxOjDelRARJ5gA/71uQjoMlJzF+UzTBwZarE2AXDMj4Bsc1lt8jyBOCUH4x9gxGfTcJJf0f8Q2DDqp1uy3OlChYjYMlHPxT8v6UjxxTlxGs3liGBt2KNKSOFBecU52fKHCQdFBUtlDvObLRc3I5+Awxt+SbLJJ461OXWk6XVP7tebURxdaeaL7BCHFA85JDDhBxGRi2rgEESd23dHHkSyU45Dl0YkGVCeuge97PQerVLajchJ5VimVAOydmfCWgHC+WTxD7AGJHsBO135EqC29/YOT1EoaBbGPmydPCQMvSSnIQFvXc2y95+GBQxdQqA1mdlQZUbl5EeRLvw4oRBZQ+JQl1RL4CeDkxfUkePoCLh7GMXWTazDIh31cwo5liQshw9pFCvmD6QAe9Vy+WPmN+kg9hP8wPEFOvU+x8MqR8uEcBnXIA31BWLO/adBFjBhp0K8D3eK60CN4kT8roePYdp9R19nJpWR4HkrOFqbRcjIPvmg/ie0gMvq+oTdGDN3v1rWpGy11LseXGF9x6hUDkJAW8l/cZ1wsFBj/SIETAKyTgYZfMsU6MrEI6A3WpTJqpTev7u1adK2MnXAMkoSdZywUbyYJgvDIA5uThkyxw/qW2nYPEQecg2UPrkyFx2ly/Q/WXlmOIxxoyU16dKDlwk6pqXtVsAu8gGZ899YzMFrLNIHaAIRS+GWiyDlF8fHoJ2qpIkIezFakTOiVGLpGYxBQk0k2KzNxEzhxPYrlhJpGrbENE+0aXQvpgJo89YFO2JwGq8Uqw8oN5pPTIg/foggbdCrqjJp776nzIslC2UYcsPcvBwFbSvJbGcHMtY+bI5jkx3NrDHuIkiWZvHcIG8/asbBr42Vf05xegEsxkuT6D+C3mFWqcqSIMqQqRzmgQreQzi+UJOrLo2YOAfCGyY9SpVScd7gvb5Fl0c9qvDPm9/CPbIps1zlbLdkoLGphAr6HVQEJxZjtLDfhQ+QQdpON7+wf1mHeW2jxTf9HqB59D4blG0wh+3YMzVKTk0M3FxFplFtYwE4C963tIjpFJ0n9YgohC8fWxHlsVtzqKeVatW60Qar+i+g5i2X3Uaxl1ktMtgn9UUef9eVy+hYuIs0GsnBrXq2HCmAq6n3jiCfzTP/0TZs+ejbq6Otx1112p50mS4Hvf+x5mz56N7bbbDkcffTSWLFmSount7cVXv/pV7Lbbbth+++1x6qmnYv369Sma5uZmnHHGGZg+fTqmT5+OM844Ay0tLTV+u1GCipNhOx5pm2+nsUbdesbwpPKncgkan+TgMcmMg+F0pPVhOv28EBKASMRX+xjlvdfjs9/dTY9IuvmSV9Nxn0O85lBG5nY2qDpIMoiW7aMVnaRKyYipf67ZN5fTm3nk2fVBiL8FM8RsHpLOVXZ8Nq/cvNJFOhG2UyKHtM8+WQwTLo/kPbKWOXfnd+KqCkRi6IFCUr1FjqSg2QrsT+iRbV5qYf2xaYR6cEv68+hGzVlrUZbEqt70NaJuuxQ1MOFUyGAsMYdsf+DwxTw+mElklhPJM/Us9EOEkecC6n2MsrSKNtjGUb5sOEQDJan2JWwLIl9CUrd9YgI6nbztwijAmAq6Ozs7ceihh+Lqq68mn//oRz/CT3/6U1x99dV47rnnMGvWLBx//PFob2+v0Hzta1/DnXfeidtvvx1PPfUUOjo6cMopp6BYHJrlO+2007Bo0SI88MADeOCBB7Bo0SKcccYZNX+/UQFpQwoORGinnrFJQ2lmw2M6I5F40dI5iobSLaJDyTSTj3BD5KIv/z1umMyAL4iKnSXlvl1gkMUG2M5ydL2Xw8nx6BBNx+WpyTKtZJC1wBt0pA/l5ZXyVw2mPomco6T6nyF4x6Nc9UuQTsh38vYlc9/boDEvkHHq4is3ko74nlW6eG/nSxJ6wNcDr/mOdBDF/Vxi/SHLJ5BXKQPR4aBEvfPZJLINcnSWgqQuQ48ktsfMJLApnA4WT0E+SZ0hRNRxH6b86cwBosDXs+USdcKQLxqnjpnpNhNiyk3KGxC+SPXTmHdKfxP/ZIdDhnd1H/PhswyaszSe35I8TLpIbW9fIuCxlWDCSCsQgpNPPhknn3wy+SxJElx55ZX49re/jY9//OMAgJtuugkzZ87E3Llzcc4556C1tRW/+c1vcPPNN+O4444DANxyyy3Ya6+98PDDD+PEE0/E0qVL8cADD2D+/Pk4/PDDAQC//vWvccQRR2D58uU48MADh+dlhxO+Ck85FJyTIXJyBXrllVESyEpYxxpJbkYGsLafe2U7nR+XAo4PEj7N5QYlInB5OatGyLNQhyZrQJpHHWcUtWYWgr8/88zpR8cFCN7AM/R7SCHNknfnHslPNqMUItKviPhgOZKsBl5RiLMW3I4lhWcHLtY1XwQfsuuLXZHkCChEpe11ZAMNgqDfTqjySz0n3idr1ZHokqTpxDORrCBBtJKAHQwRbbmT1FWn/vJl+qK2LrX7TD2oia0IQXQfzmSkqgJJ7jl3gamzufgezm8c6hRJZDPtP/R6Q4FOuV0bOsIYUzPdHFatWoX6+nqccMIJlbTJkyfjqKOOwtNPPw0AWLhwIQqFQopm9uzZePvb316hmTdvHqZPn14JuAHgfe97H6ZPn16h2arBjRhThlba8buMO9XwrLTwoMgX54p5cUZNYvBEMt33lpBL7p2sAzvvkuPbCJH0l5AUB09jo2ZTGDVIZ5otT7eSvG9ZFcRIOh6x8+wPjvggmKnXnnrlLuqIHlzk8An1lIjzJlQlBXTKdB6RBmwyTVv97QP5+dJFNoQgTkCXEVUeMd+Q1Y+oH7H1JOT9mb20knoW9o2EfZDZHr39I8PLBLucXmbLuUltr16hq7BIGmEfldm/NuuDo0/i5Ir0EJQJ4D3XxStFEkCb6ZZqjjoS2lbJ/Ez7yPwtJfIF8K0KsL494y+E2k246mDGwnHVJcZWJBSNSRczsM8999QxxruTyx4jGFMz3Rzq6+sBADNnzkylz5w5E2vWrKnQTJo0CTvvvLNFU85fX1+PGTNmWPxnzJhRoTHR29uL3t7eyu+2trb4FxlpiDtgLs1uKO6+N6JRmc54ygn255GczCpa7Wl1ypFWwRop95SJ+f4+8Q6Dl2XgMCmWsOW3C4G6Ouz2b++m5bH79vzfQN6RMy/iMvZBgYCnl3B+g5yiDelyS+79fHmkznGKgmjczjrokp8AqIsLArzP7UTXgIVzmXtdHd9QnK/l+l5cOTC8szrGAZCet0APCPratWc01LmqI7CfsLxoIVx2xqOTu78I/FisPDbJydZLS+rurwMJbBI7cHUID7lfWjgLZi6tDzbFMf6HrQj9/hFlZN6uQLYtLpg3fKMhc23aJn/bSjh9I5uaU2YWXhL+jnSvWM6OC7+hJTDWJwlFTeUE2mZvH+EirWUBDR+2mpnuMszL6ZMk8V5Yb9JQ9Byfyy67rHLo2vTp07HXXntFaD6CoGZufJ2C0Ml1OfX8aK/RiDmDEdvIfSSCqNvqBF3+hTkjI7n6xfwtcWQETH2zveXvUurrR2FTx1B6fwntT61B38aB8xGK7X0otvai2NIzcOo5pZLgPdP7N51q82DpAr896UmWkzxOtkXPEIf4lWy5hOlk5hfN1AqdFpMf6aPk1V5FymRgF4WAupZHOXA+IFceqbQMhUPaJrcoAP4DLmPVSRz1jVGsXFet/bYeG+mW4Xnssim+dx58njanjmDJ17alAyWUGqKBDGlAFnB4p9P+eJx9kQ0zv7Wb55BrZNAwM6gOoawcMl3kn3jyEOk2G2EDdK0gC2Ahhtcv4OWL6rfRDu0BDEIk9Q0yHBCYy0nyZTVYO5uh7vjyiSpdpLxh68dri60m6J41axYAWLPRDQ0NldnvWbNmoa+vD83NzSzNpk2bLP6bN2+2ZtHLuPDCC9Ha2lr5b926dZnfZ8SQWH/QS9JIJ4ah88oDbcRMkxkzg5EQHSUlTzLbZP0O08UWSejgLRNaPRFR9d+V5eV22bTcuRSNv1uE3tcHrhPrXLgBnfPWoemWF9N5AaAo7XSr65TMIXTzFDgt3DPJkgiWh8RpCqgbXJvh6qmg/wxVRZwh9vWoB9SMjGS5GyOA/myOxkDaLgFychx8Y3z+O8VdbZBQ0KczmRbv8TjviJfYAM5B88VtUe/p4emkcVTA6GIT1HdfPyu1i0QZk325ZVRMYobGpxPTz0adL8H1Fy4WEfU+Ka/U8ejB3jcsqnOmX0DRULqF5ZH03UgSfoArw6RALNg6UrEXAQbDVwejVE6MtlKL3e82R5fu3uIg2Yf3w+70wHadZYB4FGGrCbrnzJmDWbNm4aGHHqqk9fX14fHHH8eRRx4JAHj3u9+NiRMnpmg2btyIxYsXV2iOOOIItLa24tlnn63QPPPMM2htba3QmJg8eTJ23HHH1H9bFaTL2wYTRe1E2H68bVzaDj0OinyflZtOxiKxnUXjrlCvfRItxRFoQvEZDKb71rYCALpf2QwAKNS3p+mqR7qLJTKYsYx6jBPsesiVh6uzzBAUsXSx38NVJ4nX4WfxPHoYmSQDUOK6LNUhROfYYAiu7y2pA/LGwy61pNilxAc4LTnoKoZvgIMMHmx7Hz14QfFwMSrPUHNL1bN0PJ6ikNfZDEGPr445gyVKeWmD8lS+xEx21X2HralGyA0eTjpGF8+sNZkuHfA2i8lc4u39donxmcIby9AqDVOW8c7BurgE+hTyPA9B4isTX7uKqT/mM77NJU5HLUCe9X089MQDV0Bt+guhdSz6IFUJaeiES4S80Ywxtae7o6MDK1eurPxetWoVFi1ahF122QV77703vva1r+HSSy/F/vvvj/333x+XXnoppk6ditNOOw0AMH36dHzhC1/AN77xDey6667YZZdd8M1vfhOHHHJI5TTzt73tbTjppJNw9tln41e/+hUA4Itf/CJOOeWUrfPkcoA2zGQFtzsxvxNJWQHiN53kN0xmvsrf/tFnNo14v5i9ZqYqPl1EMpzlEWiVSna2pJQYVzwOPiy5eSdFz8g3mUnwEaQ8I555nQvKKXLpE8DL4unj4XvmouPqWahjWSF16CwqC4cdECLu5FJP2xGlp9s/t1XJ61iI5DgKM9TpZdkxNo1hGU7goZP4XtwnNO1qqONGmiCH/aXy+dIkMkJeWHJwnM+scvoQdEGrTSgaSXeWJGD3L4v6E2FaFoTaDrjeN0Z2RKbAAcEgtly9zbvcJZDI5LYBmH4m9TxUHgH+MwqZZvx+LiXCA23Kbgz+qKvzKyfSvbqvktCPfoypoHvBggU45phjKr+//vWvAwA+97nP4cYbb8T555+P7u5ufPnLX0ZzczMOP/xwPPjgg5g2bVolzxVXXIEJEybgE5/4BLq7u3HsscfixhtvxPjx4ys0t956K84999zKKeennnqq827wrQ7izivQGZHIixnhjuqMHMkSh8X4LZr14mQnJhNaP7cTQqfL9uqWDWRVmhlcO8uq6kH5BHMri3k6JvE3W1dkBtcc+BE5bK6ORxqoSWZzQnpEjtSahY7wQkObSVC7cpS3gEeSDNQSbzvy2hEmj4u3JGjyIdT+sNGRi9aRHurARc0g+pSB/5s7V5u4aD3tXlr9I+qMJAZ2C+RsgdAms485exrRZmRCGZlMWioPkcitgpLkJ+kYfs6yZ/oKqw65ytjgQX0XVjdaNZZO0i5K9uFy0cpwdU1STgyi27iTYQwvyTsJbGDA6j7fwHt+i89dfALOFhLyl6yUIOf1RG0gr/IYWYypoPvoo49mHc66ujp873vfw/e+9z0nzZQpU3DVVVfhqquuctLssssuuOWWW7KoOnYhHZplO1eJQ+mmtR3w6kYtbHjMrIC78+TyUDR+tpYy5SiD5UEYsVTfyTgKBNJlRli/6tk7I+hOKBqTTcnokFwdUJqxR0/w7yb2G4j3rUrOZa9WJC/nLFJIPfM53j4M5mGbSFCwEKpDzsFCNB9JQ4I9QuD8Fh45UY4ho1qSCOVL5DKBAlkvIpWXBhtWWrztIJNFASDVB3nscCKw1ZYjTqRTg6NGPyEOdrlZbW9eQgZFIrJJ3Eq0RCSLE2zWB9k4ZWLXI6esKsZG3ZSs/pOtIDD9ACqP4VuwVYL+prItWBxNDn1oAAPXYhQvzNlXsw1w9ZZ4njo0VOL05LbsQZDf/KYxfYNXdn78nOd+OH+MXWw1e7oV8aAPtCH+9jVcacfvSo5pVHYvT9OIHUivMIZxDpD0KBJnVUCTlCeoq/ttI+guL6etG+eZZQm0jkOvJenwPQ+5fFHOm5kmbB9WtkidKU/cUVdFd7MbeWT1JKA9iPxHj57eMvY5srLE2NlGlw7R7xuKVBnHMaFjZPsbDv1tOv0SIUQGl20QDWwSSrv6I6aM+DKz1qnb8kPfv/zDly8kyJPUgYT4ZlG6E2mSgQ3pwGPQHeuCwIIq69Au3TK7wnfhaDj7FgJX/oCBbTrmi3lHO4+kSxEjIWSE6CTMa5ulxPXTX7ecIk2ejL8j/RYheklprDyDRMZ5Bd6+RzQIEGBTc61YowMadCtSkNs6YUDh6vhJx8nhhJl9a4SBDW7hLseu+qfPaJZh+HTsAUAumSLjI3D0qfLmvkE52DaDbrOsKBlWFo/hDQhSE6k1Fjlsdjo5+u8Kdj0BVuZDSUwPQNIZCyGYZHGn+eRFdpjimURKVrRMCZEv0SaQXwNjtwf/AAHzQaSODemIywjFQZ2vjnGrkvJ2tCT9jZcHZbs8slz5XHrQgtN/et/F/X50H1pl31wDTKGDXw49rdvPLEHMc0qszzYJyth/x7xAsPm+rjySfs+sX548ZBl4+3tOKJPMfaPQNusp49hBxioO3mTq2jOrj5eoEXR4bDoh82s65Sb0u2a43qzM1iU3+GT0ELs7xqFBtyINYQfsCqbpzjqiM3PSeRwlUhRt3KL2zJjOSiALUheuM/WVXXBnRzlbVUnm9V91xr+ULOcha4F7hrhX56oB895OHtKAwclYJt+d39EREvzYw/UShi6Vx/mDTJMsOaQ73QinXASPYyZlFBqoeB1oR7IrX8gMuPebyR87ZXP5fHWczCsmZJ02XpdkMImxZUniFVB5HHDQZXVaWqU4QyKKeRzBekj1YHWgbKGobSd2emLajpg+Ni0/bkDMZBIuV2yrgvtvP4mdx/HxjdGLVNkLz2cJ7st85ZJHcCS1SwH0bCDo88Ms+iSi3AL7FjcjN0+e2iNX0MdQZRT6Hon1R1y9G6PQoFuRBtMB046FtCUI6CqypcFDLBwdoc+JjDWaZlkyw/zuMYZA4+pyfKr/pIJlUwHX8vJUloSWJ1n6Ju7ouDrBfJdQB0DkbJp0js4nRDbX/zjrpozfgCoOBiFBoITI69g5PE7KgQlxaqQdedDUviOvq36FOA5Z7JiLB9nkxQVHZfaQy75/UDOQBC2MrLxpvVuvuGeSdisJZEX5iGSuPxX3XUz99vWXnBhzdUNoAGPRxfHgBxf932ZA9SRN4dFDvKSb4SNyxUxlElt/sU/DfnthYcfcCy2BY1JFkJF/ZBQTez6DtB/lfrt4BM1duNq6oJ+idBFMWYtW/fnkuZRKtbUsnebogQbdijSEs9Ls0kfKsIg6bAc/Lk3q6Hqdej8jb0fnZMH1nkZaiONuKiUwpqSdYzrhis1lDlJDiZFdYet3iuzyHUroWbYFhYZOB3MmwWnLPYXlZZF2vGR6MeDKRupUxLQpqi0YQhLKWXPJCy5vn4K0aBkXyskUi8ymgysocggsl4/scD2XY+XTyceXy0tUlAg10kGh39GinzvSQr+zsK+z+dk2gs5ieu4+vk5GdJqv75FWWHFQngg+sM2bbvt11SSEPkQ78M1UcmmSsiDsmzebxyY6r5sM1c0J94F0osMVLfVddovoD6p5xNgUDqED8KIy5G9T8d4NblVJm947m279jrHFDE+S3my3gvbk4kPpIdHHa3cDdRnD0KBbUTNnXZSWMmSEs233JPxzUz/hs2DfM1YXyvByPINmhAOdzhLBO337F9OXOYKD6kfMsk16367bgenf0oXmPy6mNclisCUBbR4OnV+RAFJJsMI7g1FyXVm5mROfOHF5C/mGOiRc/pB80ueZVhZwtAKHiMpVNgGU0yx12H39QvTsh0duKo3oJ6TfRrC8XH4KOUNHDqxAXM7pV3T0PXGjUzbLEMc4pK911l3GXokCC4NQPODg+S15ZpWbpNGJX2owS0J/n4Cr12TXiHpVIfpyjliAYBsaxp5s5z4h3gGLmP41sftKp1/E8UzrGbx9U8DX3cVEtLG8MMziagUNuhWwjDtM/z2gUZsNk/gZnOZb4uZtjAKr7eLDlUNMZyBxwj3GTGTfJbklKxgcnXvqkzjuAzUPjBOfku9AqatAP+C+iysQDXIgE/sZ9ber7Jz12ifXxZehdTMJSpZ1qAGKuMRLnYPgNu4iS6g/ZflD6q+vfuVcvF6nEAgIRKQOm9CIh9Qxx0Bm2rwQdsshgpVVQdg1P0NJxAfPGiAQ+cj3lXRpPvsjS7T5+WhCbFlZLNd2XKtGTNvO8mB0StEE9hFen4FItN5XYJslurn6HyOPaLUJB6svz6N/ypA/8b2TxLZTv7lvZuaRfsPaQjxpQGb2MfLz8q4gdPGIWYkyRqFBtyKsE4nib3fEFWfK24p9vF2/mUZOOb6iRk/QiRwRgwm3BknSX0hGQ100CUFS/Tzq8BXaUeZnkDIEBZxeHJ2oU5EGDf5v4H8d1zcyypNz0qSdurMc6LzVInpXNKJnxRaZ7+Kc9fb21sTfLl5ChGSJtHEiJ0MkR1rvOGVkeTM73ZYMqj4Kvp2k3XD9EeMEy8aMbCLrWhyyfSR2mqDfpB1igb11pcWsTkC5zga0xyp+3pk4ys5TdKJVUGaesIM5U/coS+y9pWtEObn6Oalt9ifTcqkM5rYv5wCSwJ9gdYnIY+lB9Hk1lOfjaw8eeeqCo/4lxu/0cyuDo63UWWScXDtdYogMuvKfed0sEWFugmWMEWjQrUiDNB7EM2cjoQ07dSWDzZPqoAhDFdUx5N96Y+64pAZhWSe4UiZZOkZHhsEA21w66duDZ/E0v4mxRH2Ahi4rtgORvifzbb1L6iT1OLH+kAUuZMOxefGKlPkEVi7eY6vKInBGAbT8eRnHxg9XUUiDDCn/VFpS/Y/1d7BMLw1R/o5ZF4sVWT6O7xlry8TtiUiqxSwD1wcwutC8PI6lsD1E1wMyn6TNmmVLFX75X64iM/modF998tlHDOltB+JZ+ipKUESWmDxUgo+PpCytPJEvFNgtW/2Gqx4x/hatiyct4zeX3ERh2yNBnWOvMPUqZecls3s2SnPN1tkpcPwc9cJkkxqAGvwj8F4vqzpR/nrlb8/BuylFWKmGAmMfGnQr0pDOQDo6ZXFQLJ1R9DkzSWJGQF5Z0hNpnadyV+eRdLiMcacPJeH1Ig2fIccdXBD01UnWTPfg79RK8YTIwytt6eO8ZiyVS/aM6cj6VrcgKZZsMmGwGaWahMbqwAL4OJwkVqXQDotqD8X0aAq9FSVMjFgHKV+vA+JoL+VgmCsncgDMVY98egTSE2qYtofad+z97AQv6QF04qskHTaSvheZ0TWQxrvXMc9+qlJmDF3ArKc3EJfoRAXFXF5ftZY6yWwZDP5bl956RNJUHvvb2MAKBY4JzSIkYCbPIfHBObtM8eV0c5h9yxcwfADf+0ntkMmHM5Ouh9IgL+EU8T0jqEXkZr0l6o9Vrz0NxusWJe6yyhMxfaczD2kYqv6MfB9RG49jPdqgQbfC0dgo50TSKj2Oji+7l6Uso2gG1STyzY54jahQMdPx4xxRKrDJq9NxOVa+d6Q6cyoPcy0M7Q/7HSV2nyKB7pc3oe3R14PyEEKJ/ET7CCnnEBqr7Ki2Cb5XCtWNchYL1BIGJh+hm+9gREeS3znJNIjHpIcg9eoCR9rzIEubp/mV67HAWQwREaln+yOvo9jem2Zp2VxKCPEePkh9eOcMlodZZL0KWkEQ2qcFtG23MLOvIvgwepknuDsHWiR2LPRkaKltdPCQf5qq93P0hYmpi2jwx91OZQNWRh5Xf8/ysB/YYozCDjZVCf39UiSMnpLZXq8OBlOffDI/iOXYTLlQMqh6YdV7s00yth5U2QUUlmRwjGLHrsAg6EUmKY9OeuShQbfCANWR2mlD9V9gtM0O0EUvHYmVOB9mFl97lXRIokzxZBQtmVXk4DmIqr8hdXq5afjLqDai5sy2MWs9NFtuXmdCVaDAzpqYIWeXmgHoXlRP5DH/YHTwpAXfgU0Tu+UJ6rhPJ2czowIxlwzJfv/YJuOru1H9LcUnQ8cd8r4OhyRou0NAvbJntRx6xcJVTyw6V3b7Qd/aVrTev8KWQzmeXqctvOKJAl7hoERCPfQ48mK43ldi7wX83MvEDVpxgMbQkE3SqLzSuhwzyMjxiLX9lq5VtUHCU2LPTTqJHS2ZVYTo773KEcm+NlEr25OVP3PtKVm+nBzfc0KG3fAImYGQbnEk6yFzOK5k5jlkwJa8yzv0ffOuVyMEDboViHIMmIYT68wk1LM8DK60k6Oymh2swSf8igdGQPl5Hh1YkPNe5SSYAfQgjXkSud1BEd+Mmemm9Oxd1YxSd4F8VgG1LF1cRky9qiQLmYU6QJacEFrLSxYylfEXyYRdN4Yccz/zsNUWRB6PCOcgICuc4B/yHaS8KTkZ2QywykE2l+Yr/5D65iDtW9fq5hECyxan7Q03YW7yIX9T+XwrBuzolibh+hgn7zR/+v0cfbRrYNUDkc0i+wZfHirBb6tt5RhBotc1y0XAgyoTX1tJPEvhSdXMMvHIKP+WlH2MD8PmcTBxrVQIaYecTpW/I7491UaY728ekiadMBKf3+BS0zurT7R5QXmIgndTtLBP8OtM53PKGOPQoFvh799CKr7UOaOcZJEN8nQsIggNg6Dz9Gfw5TGyuQKsqnT38mJavFMWOdPt52mrKOzcOSYAepY0oHHuS0RmQ5bJT/r9I+ux9xq9yNk/N01kT8NlCw3URe1YUDli02PpfFmc9SaAv+TTxzoZPsfalW7wI/efuhwisW4SPQLzeKsUox9b3z16uGgFtky8F53w2ysyXBm5z+HqAxwQNxlpn20RU32ThDlByJV5+bfv9HKuH3PowZJITKNVXxz9N4fg/qGKb0gbELR/J7uQ/jam+woO/COEmOfSpBkK5AXUWQmsOhvBxGVjLJo4n6IucOIkGs62FuBnjRFo0K1IgzDm3IE5dh8rc0jYkXkzb5iPQvOljLrPaApH/1zkTnjemToQqRpdC96o2gtZ5fAIvIRqGlLfUkI/MIxvqk6U/KO+0mVQxaZuUtchWVQuM+CgeVNZQvtenqepB8PMqpPMN+ecp9jO3vxbUg5FaeMbfCwJDOiMQkIij8ARkh6kaKL1/hXoe6ONlutiaDxvuWspCps6KKVYPTIPhvryZRg4Su0fHCSU7N13MIuyqfZ1PAL5RCeUGL/JBuJp1tVkXvU91YfN563rdOO2JrqlbUf8bThbRn8HS510h+ISJIegnO3D2ADSRoc0FUm7lQbm7De2nzv3CPv6JacCQt1y+FzBARZL7/eLSHPFvZNLHnvFVhJXTnXmNr0UUyETRq8Kmyo7KKqThP0U1XdHOimD4TNGoUG3wg/OSRM46/QsstwJYx04SccfiQHD6/Yy2A66kmQ7g1bgK/HUqtJ6X2tG0+8XszQiZ67yDdPvSDpkJg9TltdhS6eLDkSjnlWWOMucYDdvX0cs8i7DeTFJHH/3NgZHRylvXuIHScl/kJrXZ3PYC1r3gELyOaQedD6zHu1PrWFp+la3oMmzEqOMYnsfkn67vJK+Ippuk/Fw1ythmwQi24Y7kZukZeXFmmOquQvsi5ef9DlXjhJeovLyvJxkkChoIEniUBNsReVrBhZE3y8Vbvy0JrqZfoo8yVsiS/goTcP0365JjESgGxscO+iZPsA12Jj1GycwfbSIxu7o01IyK3+adYzjNfS7zgheeb/SnEig1eJg+nb2vIPpFJk6OJhK3l0wiF9nHpIWaBvpbrrMvDrJ5E34FtKBp60AGnQrHEEW4QhInXqfEfSlcX0NMTUZfIess/MJbPjC2dugAFUyQwOg2NzNyxTwIA8ls67/GgQzgms7EbajYb04bbG9oA5/6355E1r/+qogs+PvFI3MeU2YztT/gOfnkx8zGeH0rELajhlDkjNkgT23mDSDIyexRwA6560TlYdke0fPkga0PfwanZ86BV5qI7PA5cQ50vx1nGkrkbqLln2K7bTPgSWeiZxPqU6EnfTQkHaRLFNJGVB2mMmaEil4R8nruL4DV+bmT2ld4vpZaR7nQzi+DRVQeAT7+nwyDyUHZNE6+UrbPymf4SMt61rCqne+byCoZEZ525+Z8Hl893RbPJwCPRlpPZz0OXwf7xW6hmrOB5WqSxBzO0hC/fxRCg26FWkEO39Sx8LR80sMn8/gU/K5DpjqPGOcDMuhoPVnl4ubASyRXwyJp0K8shWPefgk5hJ056nWZudA8A21o477vbtf2kSfxu6A985Vn4PiqTqp9FBnx+eUheohoJMsx7UOUguREzprKyCLBsMsMZfQe1DY2I5CQ+dAXkPx7pc3hSiVjdSY2ZMEgQFJtBoh9ZoauCXp4Kjfnvfx1d/yQIK3jNwi2DRnXsn7ErwFfjRty5m+JpWXKgdPXokNjxl0o/rVhCOw063g3iIdfOa7dswsv1CT5/FPKkSh9sxvnh3+CZGJ6wsou5+Yy/955WVjCJ7+T1KOlUfph7Gzpvbkk8B/Mfl5l5cH9Psi4+x/V1sNYRv0MiZIQ+xliA8l1WkMQINuRRpkp0/XdvnhY8I0VqEM8AW2nBifQ+EzCtSIKvdKxnPx/ZBOBdw0JO+SqS/Bw+UoDjEm8jg6KQ5UcZcS1yMkhaKHucgbkKURfDMtuEj176YTEcEwJo8v2TrZXigjlUmiUsQ3SIhvEKNgUXAXeTV5Sw8ab3oBiSOfeFWCrIqF5Yml52QFzW5UkcTKZnUx0mJsjE8d6fuS/SZsHS3+EublJ+n2HX3IUMiMtYivoRfX3znLgCGK6Zul7Sumj+KKPTGfJzZhhG7ktWoWPbE1zGtXzA/m16WSz/nMwYM9CC+k/tr0ISvFSHne7+hi5AHrJ9kqUa/Bb6sQuyfu3xXhxm8YvF18Qk0E9z18L7sVYMJIK6AYDUiq/rIrtnSSosLLY8AGeBEtVuhYso51iAHwGSNJh+WjlxhEiV0Re+8+PlV/l+wPK9pvZiZagbq7DvGMBeBmyH2zlJSOgR2GlZ/jwc2oCmaWU88c5ZvK5f4R3l+RM90lmoacNTMzu+Qwz7P2txXejrKg3jEw6K7kK5iX4oYyoHVKkiS99w4OBzPEIfJ8r64Fb2D89MnuPGwaIY9/4OEZ0E45ccLuRlZ/CZ0SgjABPbMa2xYtHfilrM5zM4w+h+qKKSXtwE/wIk4zxNinxEio/OlZuuvR30T7k6tRN2E8w05iQ/19X00g6L9cfUxi9B+pUnXaYa7hJMFl7yOxVmyEBNWmTyXOZ/hBDLHIn/H1aVFBvE8PgrUzmmeVo4Q79PfYhBBfJ0Vmti1RtlEPnelWpOFz0ry0Afktsghj7TKwXGMVO5C2geN0lJwebnUgZEDg8wydCoQhwGm278A1Oqjq31Tckjhem9WZeMgsca4EhYJy6Hz2DfIUaXaAyVWnQmaLqfwc7yBapmxig+FqSOJRSf0RKRBIFtROmHLqj3MYk/6inRjAxH/ntsDYeh1ZIVsA7Y+87tGHzlts7UHns+v9dVjKl+lP2Kov6ksE9o8wVEPxTnXwIvk+sj7Gq1OZLmVPE5s2sf6Qw6UHxZ/Sw8WK1NMsA0e5+ZaGW7oSHU7VAFbn/PXoqD48kXDyZSvNmHboqr+SgUozj1sBmW4ZfDO2v8vS1kVqEHUqSIZdf8yZa+/tKlbdt+sKqaSv3Kzn/IvZ7x1TLxzl6X0fx29fPqcexN91judA6EcftdCgW0EbBklDcjotpkPpkcmpZhquCM/S5dBy9pAW5TOaEn18+gkcNQe73teb0LeudTCbw5GhguNqUnPWmpDjHeUVOFZDjrPPaTCSqNPLywjYj1vq6EPj7xYRAoQdvMi5Tfj8YofH45RSZBxrj+NMySTTHDLIJZUSXay02N6cR/uTa9zOdJaZbvqJLDnEd5IUBVWGXEAkruN+fdofX42kLz0IUSkfn+6xThsIu2WZHLr+sqtOpOXvbEcELRukEbZTwCKEJug6NW8n6REsCk6I395u3rOUOsJc+F/P4RsJ+jk2SdL2fXLKadbgOJ/F5Cvd2iNJiYbPr/INlon6KYJG+l04hA4MpQrfeFz5bTC1yoYoLK5tVCBQVlxZGU4SFltJQC2BBt2KNCptlrDWvpG6cmJAI/MGCmSHHOhxuPKI2HBG0eqxBv41R1RTs8IED7aDketa6iyg6faX6SWyQkM34MxUpVOHk5UMh6cE8h3sA+SIsgy1texMd4yn5fntTBTIClGHc/TN+puYDwf/6iui1NMv0KW6PjqUpJqLdWAeUTdckDiWHF+BEy5JA4CuhRvQ+1oT/Y6RQbdzwEdaB5zlE1DGUsE+553LJMxrluPma55FoYG4n9zK6HCYA/uJ2IUVzhkv6r19RedxqkkagpiexRYEFi49XfaE6afKdGkVBH24qFn4Pgr/mM4jKJ+MLBlK+0/z26XcBpoxfwArL5b+LbCrIr5EYxPY6jrukDFGoDmWYNH46jelgLftJoYM6h2N54SK7LVkZAfk0Ssqj4OePfSNyuevt5W0OmPKWupXVeXrWrTREr81QINuRRoSo8s8pDtrqaFwXf/l63w8jo1IH8PIwuGAmTbT29mEdVChM/vkq/QWnR2lNTtgJjr3ZzOdR2Lc0xkw082CIuFOKC8yzzKgv6HTunM5/fq03La/riSXsFsMckLS048tv1lI3g8t9H55SANSqQ1AlVPiK4+8HN5BFNt66ewxAzeg2m0YGm96AT2vNQnHE+36Zq9sgUXD2/ZAuzuY1r2kgX5I1JXOZ98gmDglDv6WOee2T27b86gAQ/pRRYM+Erso0YlIZ/pYQjPjZ8A7euuTxzGX1EuqTwTspafGwEFi1AfSRnOwZooJ3UwFhcF9cABtpkf0F10vbET731YNJVC2LaYfcpZLAE9vOwvVy+uI2eQBdVAUZJtZJG0h9BsnZl2KsR+RvkDsJxKUHfXq7Y+8jp7lW3iiMQgNuhVG46EcA1c+d0efXQ9XmuFcSgyI01hEOGWp5+bdjWXnwBhRDTHulowya3nBlgrC/aXO2KzKeaECSusUa0/nQtBw781d58XuqTcP+rII+MeDAtL/AuhZtgUt9y03vTgR38ZbXhTpkn4tonxdxMajUlcBxbYeS1z3K5tR6u0n8tBlnelaEa6uSniQoj0fL9TuOIJr2bVoBE1ksF6NlruXEbIys42HQHbr/StQ6rZXV5BXr8WUbcX8EDbJzOcduDGMsWPmj2rmpJ0nZXDyBencLLqlmKMcfAIdWd18WG5+ItJuGjbMpInQT9S/hCz/dRlpRo7dz1F5WOPvVo+w+9bAgsGq9/VmipH7d+Lob6rSEstH8Ovu18F8btKa9YWjj5FvNnwBH4c7IAUpguITcaA3O+Dk6HMT6puaVY6SLfGFvOUzQGAeXl7Y2B7AY2xAg24FfAbUNZMnn9UmOlFBB0byMy0V9dtmEmRAnfk8jp1vkn7oN+NgxPXHaVAznYSBdAbUqd+EImaZO5aXe50TFzjnnIuri5TgahUcdTNNRKJ3RaNbrvddnL0czYNzKKjf5mPiMLCu595A219XWundL21C619WkOpZSbUYaebafKgjZeVh2qprOXhs8OwKgpz0RBq5QkGY12VfiTTrUEQXz1TWMp1NWOoq2PTETLdo6b7p9HPvytWPwM/BCxSQuvT0+aMxAYKQj3Ps0mGLyXjdNdBY/ZulcehLyGcIiDQPjwg9ggLBarlMfRX5BDGqRUx4yPLYNDUx+6E8Q5qlq+1zh3SRTKp/CuuTxyalkiLqW6ydS51Y7+pz08r5ZUv8KQeZle6gidoyOMqhQbcijSBjbjZUN5lbjKTlMRQiQ+D47XPQJcGPKDAwiLgyS0xdvL2DnVIkLLFkxB1lJ0JCYzpaVb+Jq8icgwvU63FLyNmZbiZf3gj5RL78Xlr/N7GYEzSppVpV6F7cQNTtCEfXpCN19nsWQ5SMM29lCvwIiWMrS2TdIU/sZ/i5V+j4223Pq41Vd9L7ZeUCjjcVTEfPdDsSgp30CHtO0lB2kxUc9ChJzNVSHG+DzqeTqD8Klcl1xoNJElvF9oHGy5X/NKfBvO8fYD+cfCJ48AwHWfHlaKV7BudjVYkLJon+KFVMLiayqNfKLmqnbgbufsr97mQ14N7RNbri+4YpmRL7aLybpB+RfA4rP82T3SYhZcd+T66ND4djV3to0K0I67xc+arTSGMmMFKSNiWyyD4WsR2wR5fyb/OACqN8EzOPZKZA0hm6ZBJsAVRmje2D02zDmh4HMAy/tQ9coKcgeKZfjVJoMMk3kybq0yIMe8Q3CqrGoVU+j75JYgcqnyJD25bUFS4/h5hPmWWmuwY+AVWUva82ouW+FbxDQtXJvMpVgmgHSRAEOGbxRc2Ecpy5+ptYf1TVd8Jus+WdkOJINSk+nNNPDk7Q7ycLamL7Z57QvTWAkRPik/iem4E7JyfGTzAH8yTfzilH0CmYNoDTWSrGUW/FkJCbXTWng3dGmPZZOL38KyMc39EFp701eTAvmhB6AOHBsY8mqH9myp58Z3/7ZgcXrKX0Ad9gjECDbkUanGMmGhUlgiGukZt+i89AmIaJyuNXiaYhZKeX5RCOtc8oUL444auxegWCXDrrmrEm6NJjAITjZpaVq0y4DsiZGfxMNxdXxxhlI0/fquaB4N37XarqRaGIrhfrwwVLZ2J8TnOoZFfH6BMiDEiHssYq6qo/cWyCnsUG3a58MTN9ggy9r1LbHXim9PYKoUhukIysTnHl2HTbywMHQVI6WEI8zyTOpo8nkaV7UT3aq+93drIWOu5W0xO0xRhnuyq9WkbhjTYU6jsEfZlDL66eRAwG2a9L9V1EQmxdqbCgfA0PD29A6NAltHk45QQEJTHfq0xv5hH17QbEp5cT/BLjBxsMmn2rgL33uxFt2dHmgxDax0nqIPXcI0e679tLVE6yFjUQ30Pi/6RIMjo+owQadCvSoAwzYw3EjTWyvYS2s6EYMW1lfKPPVIK0D+Ny0IeMMR2C07EJcN5LRNBIGToiuE3M/dlUAGzqUjLfkVDONPxMYJ1we7O5CpHD/p/uxQ3o+Pta+iHTcbU9uBKlrj65IK6Tp6qAq/ypwRTzSjeJOsY+cJGfHyCEmhxM/fY6Hz7HgiJLBmXL61HsTLfz2p/MdZLL77cj5HLAVFIGJ9GQlQJ1rIRQVNcL1VfFSCoirD6GPsxRIt1RQY3kznnroll5lXLq6f7e5Ls5+ww7vfHmRS6hAr0MGrMthzYBq88c/CNkFsySG94O6SJN7PfjMpKD1gJbGzMA4APZL5ty6XzeZcWcf8Dq4sgT8n6JkNyoD7arFaBDLoMVPq1d7ddPkq1+gKsINklw+2bSrFl9T70bg9CgW+F1cp22wWFoJMGocxmKVE6KtdAhZ/SJOq1ZbKQ9zrFhyIzxgmAk1OFd0vK2RomJsiqly8t5Xzkjiu1vuIA8cr+3Mw+BzoUbZIQGih0Zgm6WNrASRAR61tJ8wUx32yOvo7/FPildNKMy9ECmn9c/iWkokXwoEnOwiqMN4J2a9Q3MG5LHNVMr4h1bji52fb53tr09+ZYhwk6ZSVL7GxpoSAcQTBLSuRU48IHfLCkM2QDX4am00+0WlJj9c2L9YQcnAl2dQYErj/DzkIcMevLkHnBSdC4fpiq9Y/661De0+QnriI8urhobIvgc6SIlnUo2c7A98zko5DsT/Ji64HVDo2akE3/hOydyeFk2H4OwwqbaDlPiBTqyMhnmYxAadCvgv47F+NdMr05yBeJSnjZD+7fpfHD0lAiq46cIqZFJZnSddFQoJy7A2Plnoojn5h7rajJKNudouGiqyRx3eydW2dk0bGBNgXPwynvBMwZ46C856pH3YwXA/kbtT64evGPb51D69IjQ0yxzjwoAkPT0o/lPS6z01vtXoNhJD0C4fR3P+4nLlncAvHCdau5TJnTAUKjb5mufQ8+KLRF2kpAj+KbOZxwd0V7JNiz8IORJu6TdsnKSfzoTQ8sjBl57C+LbGZ2Esz1ElrGrSlafnk861P6+VmybOGfa4iF5p8QosnSe8i9uSzfZhghVEuOjskEHWcd4P4JKMwe2qWLuXdGItsdeJ5gZeZiy71nSgN6VTY6MVbpIfAYOPrvD2B5rYMygkd3JDvsbcPaOCohDu2GP3lGBryWz3L4EbZVmbvDh9GMqLvt9E0ulijyjgW4lcXYKE0ZaAcUog8AwDyUnAYZC8JB0QDysXcZPYiANmuD2LRiZpHsM83lcB+Ys/5Js0SjpGBsxn3T/b+IrhxA/ir0yLPKZA0H7hHykzn29srTO+etRN2E8Ju+zE08rKevQ3krSSRPvV2zqttJ6Vzaha5c3bJ1IuZxOUkLH63Jl4PpUkb08uboEyGXLQ+tfXkXdBP/4uFhS1Tt2v1SPSW+aJsnEsKNshFQZAtVlJuVjOc0JUaeljKrZCBWo+LqmLeeiPIdSjqok7UbLKHUVBlbfUAEEhZKpOyXD823I70CLS2fxt9W6urohKsmnzTpr7ebMP6b6T6PYUrVCOnjh9TWApLuffuDgOdBM0uktdy9zyyX5ynRjmfpsfRZ7IhnooeRx1YcaiDBlmHRkngh7E1jW8oEgniYxneSEoBXZBKeqtF4x+UYxdKZb4TdGsY2EYRCyzzJIF7r39cuRvLfv3Vw8OKNHPaMMjaxYB5KJme6hu1gJfU0noZqmck+3T8eh3/QScPO6CfeLJSVuiZwzW1zdyPEeyDzulCy2Msu1K7/z18PKQzYROd/uZVuEpoByiCT5AuB0IIgHUddawWm73EXmarxEexDcb02rJLB7GAjqMyHDrLafn93gRfUqhMZr2xwIHtgSprlozH5aEERsvuZZJP3U9XLCesbJpFT12SpJ20nMfsqRh+1Hw2wmCZefYHZj1nfwFpLwu3NlQPWxPn4229C8bpleAjc5PLbK2xclBD2vgyyIzliHJIG9hD5x/sDAhEdYW0li6g5Fn2c/LXn3rWTaW4NuRRoBDqV7VMs0YAQtFzwZmdlZVEn/JfM9aSNoGDTO/g29E9MBGIXhvxebeTvXi5CnlxPsEusPZqm4W2f3lWFGOUiNdFl/cmTeXR5R93TnGHS7eQW8R0LM+fgcFIJHMAzdg2Yvhash6LxcmtluGJCzGRy9I324Ti8PgWPJu2UXa+iTVIqXapPkipmA+mPJEjiRkczTZZaxjnuem/0eNZtLv4qr7SROElgUQyi2p7d6OO1H1TfrXdmEHvOEfFeQYKrLtltHmbN9vKP+m3JEVYC7Msx6EVmgwT0XDeZH8Ilp64JBBDob8YES87kA3OnlId/fO7AjNTRMPuuVTb/NxYvz13jd7H7fX3eiTL7LPwtlTPa5lO9mGkKCJoGdZvzeSmJuDboVDpD2mWiZIY3Tm+bXg7yN1dvoHfJ8sj10spNMiTJy91+MPIdjK/pOoJ1Cx8nkpNNUTWPdsekoa6Zjrsy825qKlpCTyxGZfM7TpXM05JIZySFiFw/7mybcwJPEYbOeM3UhMJ+bVvagae5L6FvXalBQ9VIuOguiryVxZQvZcpAJkc595RlRJyi7SoHa053l/ajv7q3TZj5hn+MU6MsjYGUmkO/iKDtfuzYH5zg1+81DEh10xndsuWspo4CDD6U70Z3wRS6xRZ5EV33wxdxmP0USGb9NOeS7EfWgkoWuq2wxcH6BN48nLSMf+nXM/p9j4M/P8rK+PcHDO4hBPGe/M21/WRtK6ent2131y5DB0gj40h/B3+4Ej4epKx+10KBbkUbI7KLUiCfEg0DDWp1PdPdpmjH/25Hm7ShchppRT9RBCJ1OZ3kVTWtfzYfvHc0rwxJXPmtU2NfrOn5TpOw93cwzrv5QzqAvD8WDQ8Y93UP6BDoE5lPHYAwLa3k5wSDLqgAma9PtL4tpg/gHBopsejVbx8FhEmfTzzyMPJ3PlznD9ysm6F62mX4mXV4unoHyeJ6M7WBy2c3K1S59jq9UoGT2VdR/ydKCzlih8nMrpLh8XMQlKj9eLn39mzD4yKCH3O8RVMSUrkT/7FXN7HOZftDJopwnsIL72oTXyQF6lm/x5GEe+nwmmPVe+E5cWmS7DQqyRQbJo5d04sfDNyESfFtFnO3SpBXUD9m7Z+i/RhE06FYYHRyVyOUjDIfPKKcFxdNK80tpRaOfbhqnE8fK4Dv6Ug9zMErJcHjKPAgnuL/FPvCqMkZgOQTVMmgDmcpiLU1O87eFgP9O7Iy1O1vUqec5zkSSTqub2jHDQZEydY72vgP0GIRoT3cAP8NJdB40Q/EmZcd8EIr5IBzfXTbjT6W56pefXc1gtOXCxg70rW+LqtsA0HrPclqMdHl5DAg2fWta0Pm8ca2fbwbSRSeVH9MeJP0gSZfuZ5yHjAlfxf4+AbawWH2NmK2LL/hNEnrllHXdUmhf4Qs+YkAVky8u8hatFc6I6oVkniAYBI+Op9ai1OW76tJWJuhOawzYjtT1h9wLEuXurx9J+rG3zvB+l+wDJOSf/nxcHl5OkrhozBxmeXocVasNujl7BNOJFG9fWqDosQINuhVIGw/COXY5zERH53BlGWebN1xxxtAWz/6mk2hDZJQLv38NdhmRHYL7HbpfqkfXS/X0a7pmNAnnqfn3i9HzWpOXTjKibu/hJn5bmdI/S519zhOfY68M8wdZclmy898pGUKEdC6STjNED+qzS2a6gwbKeBU49CzfjMZbXkR/c9VAkY9f4MyPs45JguSQIDOn0XnvAI3PUR1E020vhQjlZTJp0cv0XTIMtD/yut1GI/uSdNMSFCIB2fu62pSwvVaRtdy1FP2NnQSdoG466ji5giN1jVjsOxJ/c32gtOowvkfUZxQFHgaRx066Vr8k6QRaDlOf4wYhaRvZ/ugqTz6k38nF10nA6FL+adVJX3/n9i0kdtDuU2F/N9bX8L+ka0udMy3mG5v2w9m+YNMYfBIfkaucvX2zQL4EOtOt2GYQ4GtLHTW6/UQ4eS7jKLFXIYad4ik0JqYc9gAYgkfbX1fSfLklssSjzvnrjL6s3AlXdTbOGU93B+V06iwvaCih2NKDznnr6DKTLC+nELGnO2wVhYc2h6Bbsh/fNyvsbBMcRPd0Z+j0Qoqmt4jCxnb0rqg6yCnvDtc1MyZZXu5znkw5I4TNv3oOCblSJsLOVtKExlzKzwPfCokKHVl/YwTafBNzTzSXjxkcKzb3oGvRRn+dcAYR6XyufsFiZ8hrvHkRkj7iRHPi1ojqcyo6nlyDwsZ2W9eQ3wL9rHxRfXN6NrbS54bc0x3RTpwzwBxrSVtJPHu8JcjLFHmDYJHz5eRpHdRK5a1K7N/cifan1jDybT8nuCyoPpWqo57vyu4rh98X9K/oCOibfGyIgk8lcX2B5S4OJZQ6+1Ay7E/746vd25e2MmjQrSAburdxWURVaYIRvthAOaYT958Q7uBrOW4+I+lYdsXobNvd7EEged1FWZfqdCq4Nfd0Ow5bM/nynQnICZ2Op9dS6lccPXrptPFvSgZTdi6/2ZWeJUCQUbtlmMUbWEeiri7zyQTCl0rn5eQFiRTYHsC5FUBUdq777Ul+Dh65lA3PpNRVoB0ZqWyqHZPXSlHlQeSVCibJeJvdcudS9L3R5qf3ObUmigkarn4GpV5i8EI8EzWEtode43WS8i3nNfOR7dZONA8vBBxtwsjb9oAR6JsBklXGTKDiSovI49/jTfDwwRVopd7XpyvRYbmCQt+V7qycmmWSfY9glqF+Dk+fGqCt5AmQT6w+4FbAuPU3o036UUVFgT1ii99VNOwnSwb5uomo12v6w+L0laYJQZxYf1i6lLoK2PzLZy3+rfcs9/jKI+BQ1AAadCvScAVM1LMsMxxU8ER2ckxwEgsmcLPoLP2qfko6dl8QTj6nylXm2FbSKRbFkt/IJ4lhRJPqf6p0rPppyIu+g70MZqZ7KChiysPxXrRaIZ2/77mr15STigKOWD04fQTLy0Nmc53bQpzvHa6z+LmzXUbWU2e7ccmRMolH28Ovodjeaz8gAinxoAxF1s/0D77EmFcOyNPzStUAA/l5XXUy7SBaDnahiN5Vzbxuke/b9cJGFDs8e2qFs/3O59QAiHDwxNscyDJOnD8lM4IDJLbTbg3sijpg/6O0roGV1Mxj9jMuP6cqwTlxzPoJ5X5Zrq/Tj/Nm9GSh/CQBz/Rvrs546C3eQhse0meYZeDqLgXfzKsXR+8ZAHHWJS+N/yMmvUW0PfyalV6NQkOnNYvdteAN6waFpECstKHk1rkfjVVMGGkFFKMMEuMhYiBL9hJRxrZKH+fSNKaTc4r2OmmULnwWZxorVwbnZ5EeREY6nY6raKrLvJRYeUDkCT5lvpq/8yHzjHvvDKdVD4n20IbMBLOsiPJ00UscNkkm0fJyjqeHNmuH6W2+YXbHeehd7NVpzu8T9uJBN0VUo5Sg9f4VdjbPkuFQXch2RNIRDMUzeYRtyVofpfSu8s/5LvJqNN/xis2jugh6i5lmeeTfTPiOrLAYQqMflQTTFInJg+zIGI2SJF1Fsw4eu8T6ZuUpOYmRFlMdIuuQ7RaFl61XF+PbWQeBebI7eVXTcjpn8MP8CgnziOxTmq7UXfD76qL6Bj8NgKR7aMVP0ldE619WpET2rWpG060vpvJ0vbARhc3G+RMuXSm9PDqNNWjQrSCMlNnrM/l8M7kgaJxprJbZkPLjhE6I9WpmsEnJSYyf6QKhl7oTTqbFl0jj7umW2DPH1UdsQE2lke9E5JE4F0D0nm7WMQ2YpXXCe0AZ/ZwOCBNZ2VJpHp0t51GATAepUXAqENvIfWVPk3Uv3oS68cSCLkd9lMwC00Xj8NpyqHZuRYzf1ECCNC22LlJ6uOgikPQW7QMgBTLi73qW00pkkMVl1jFzFsjI1N/YhabfG9fquYQJbSY5KEKmCWweO0uZTih1FdC54A2DB8XXYGGmcRlIPQf/rZNbRtkMtEcNSXsp09TVOet01wsb6ZUsIchiei2/h/eDvG2D9Dkdz6WTG4HP7S1xxm/BxEKQDkkCJHXp55ZfSpQrU/Y9y7fQfa1kVMJbRv6X7F7cgIl7TEul9W/pAiak+9zC+jbEwLdtcSwianl5S0sLrr/+elx44YVoahroEJ9//nm88cYbnpyK0QlhMGGRCRuBaaSrf6ZmrRnZLhrK1w0ZNOASzLiINPweY0x20u481GMnXI5+yRgptvLYclNp1STkvu/EoHHw9b23A1zgQ49al/XintEOqVOW0HlN6xbQKWRx+BPuIeI6p1ocpMY2ngysAtD215UD12RZDB0Zome66Xzu+jWCDoTUSZa2AW7gzMePgMmu5Y5X5HvJOVlmX+JyPqV1v/odieel7gKtm+BqQdN+F9b5r3pzFod4lt5O89k0uz/29NcA2h9bhWJzj/2gkokVOUTj7ZtDeRIHRZlmkXBA0mbOdBps+a5u20VfRu/KqsEnp0/GgBvMZnXx9w3BKzHYIJvMwOeX6BJS5j4b4Jo9NvtmbrCCEuTRgXq3nmVVd6C7fDqfP+xpxxyo1VSyjESSmVby6D0GETzT/dJLL+G4447D9OnTsXr1apx99tnYZZddcOedd2LNmjX43e9+Vws9FcMJSadQpjOTxLPIkpZPpEhm/XwGRCbab3jIEViPLJexlsqsJuXuGqYemSOiVMdtXQdm6zXgVzAOp+t7S8ud27fNlQ+7vNzBL6C/8C8vD+jsXayItpcYjlzWZe5kduuudeIbug4LI9LqjBklb7X2Pve1Rfej/uYuMT/ZPd2OeiQo1xQ9ydsvPivo5cYUocxukytmpEG8EEmBWCbP1XOiHZV6i4QTbOZz1AvftyVMVttDr2HKW3ezefmW90v7XyGkAZG4XpgEbKDgsPspksRZ7pXnvjSPzRQVqLjc3XUogbENlRwllvaXtTEGUddhpl45/U2Frhz/nGuX1HcJGXAjl0qY/Z2Zxeen+WUEl4vVVAL8CY6mFoMm1ZAOxJokwX3tMHSOw4Dgme6vf/3rOPPMM/Hqq69iypQplfSTTz4ZTzzxRK7KKYYJPoPGBAjkzHMGPeiZbJ8+ggZOGiEjkJF0FD7fn3oBtr+VljXl6Dt09hj2yp+DRi8xy6GaSGJQrYAtUCcT3EyQaHl5QCcQ0tn4OomgPd1Mo/IlSZzYQEQHmxJ9pDRZEDzr6aqnQuc8Jl8W+jwhnPmkA00iTUoXc6p+WQR1bRfLz17t03jjCyg0DO0tLGxsR6kvfSq5u1kS5SN4n9QsVBmefB3V1x9Vy/N3PnS6YGYdQNj980NKGT89wQrFQup/sM4G348WW3vR/uQaz5VhRkbzN/HTGyBK+kLn+7kRYz5yO/3Z971idEmMHwlDC/B9beJ/V3u1gafekv6hoG2k3sPDU9T3hNsAuxonNK058CH8rFG3pQDC6zmrf8SJGW0IDrqfe+45nHPOOVb6m970JtTX1+eilGJ4IbEl1MireASdc1K9LAI7vUHeufQv5jvHzJj7Om6CXtw5uuhCTyeuJicC+SQxrkKjliJTz42yk34Sckm79SzQQXQOUDjyhPJHhFMjLpDAZyF1qJKH6YC5NLmA1D+x2aMgnYmVygkoGudqlDyC9OiyFPKSzmBkSaNAOY5U0B060AKg2NRd+btvdQuabns5xafU0ScvH7JrEDiSnpnu7pc3pfRkdbBoiLLLtCVAEFhYvxP3cwmo4EQi16Nr5/x1Hn0k352wk5yPQGUTzGInvUWP3Wf6QWceQhdRvhi/J7Te8I6dTc61fVpfNoCj9ImQwQfRYeUoWSTB5XemxdK4IB3UM0UETuiM5Dh1ngheXj5lyhS0tdl75JYvX47dd989F6UUI4wsDp4ZoJX5iRp+pFxfvJDFwebERgRmxBCrx1AzrJx3AzsCTJO/Yzmh965xw8GRHcIFxzcn0rg9QlzxRByyFjJKyy5nHRAi5xVSJyUBscHbNaEjPsVd+q34B0EkfP5AJ873LMNp9kFX4gUvL6+9Z5HlSj9xAEcFfxlejQq6+VsOIKpz/Q2dqdnPtgdXYsqB9pLwXAehBHWs1OXYD85BYvPLIA4UE59Wb/GujhQEsgke6bjVDGTJTHSAUp1A5WMGPNr/thrbvX0Gw3RQrE81Uw+CR5rEptnym4UYt8Mkhq9PsFAXUT4iwRMIdr+8KUgXa9zC9IlCgkKRz8i3596VTakbLsgYOzQA9tmkmLYjYRYxgx6yBSFuWwpkk0OeczPGIoJnuj/60Y/i+9//PgqFgU6hrq4Oa9euxQUXXIB/+Zd/yV1BxTBA4tO7jFTMKGiWNFGH7IE0KCRke5eDk3ncjwdmgDM4b86AgnpgOFqV0XIizaSznKL0c3YUucKXcOqotMqBaGGObvnbkCQuXytkaVSey8sZePfDejt7Lhgh2iyVJcYBr0Yd7DoSexUc4H3n/i2dA6dck1UmwIGIcFAqaVK7yaUHIdZuEJycdkRAKG2m4pnuDLqwTGToWU4sCafERzqE3sE7CGwAnYlOr/Xhd4nxIyRAop676A0bSMWCPjivChxE9+IGnp8vkErg9U+c+4UN2pLv/vZQOOTI8prvxDNpe4i/z5kNMEU+paft+3waS6b9uG9Vc5qW0xFUmzX8RaPc6K2Ivn7Q//HIrZKC+hbkYwTqRCLDdqOxjOCg+yc/+Qk2b96MGTNmoLu7G0cddRT2228/TJs2DZdcckktdFTUHIJOObKTI3lVp0mYsnJcDnCS+ukzsO2Pvo6+da0GG0fnmGacTvLNGEqCdkln75APwB2MG3wqRt+ctTbzUjPZnk7NLDtnP0062IxXWt6HLnXMq3WUyud4sI8DmJl1khPBzXSTzjPc7yU8TZvWw8GTTE8P8PRv7kLTbS+FlVEAkkIJLXe8gsIGexUWOetvXo1Xne6D9LolgCmzEXQ4MgTTZMCe4XRsMUgZbvJhKd4qGX2rW9C3rlUmV3R+QnadKknS7RU57Om2/ATJe0gDCZMv1weF2j+XTG//7ftNMfb8likXnDfpK6J3TUuELIfs6t+B7yA+y6b8LICeimWtBwZR24Mr0fWSe3Y+6e03BtlcLhnjZ5J1OHE+pvWmCAk9nD9ATnQ03f5y+ko6oRwA+R6kZuq6Fc50By8v33HHHfHUU0/h0UcfxfPPP49SqYR/+Id/wHHHHVcL/RQjgZCZHAmdtK2IAg7icU4OStvDr7HPLTGUbCp4STkHBgk1i0yqSjhO3OnlDqT4uA47It/BzFfVWZhXhqUfVzGRgZuN4PdyMUwds/8hV4ZFn15O8nfJpRxkWVYJgfNRDe7ptq492tCOpK8o5xGBwsYOUhcT2fpvYRDDpmcWGW33stwwkeXk82g77ZAbbQuy0FbD0Knp9pet+2lpeQKBMe3P9ZhKlw6eeJAkxDVbxnNRARsBkf9VfQR2P5YHksr/GAIq4qlOk9hakSLhaP7DYkycPc1PWC3K8lEo+YEKcf6BqwxNnaS8hTT9m4i+YxCFjR1ovWc5L0OSlrFKiqoKVbZ1de7nwMCATPWVdAGKxh+kJljyo1eGDeFDH/oQPvShD+Wpi2KY0bumBXXj6kSGwTnzJew/TCPZ/vhqTNp7eoqBd1mMO4knkMziSRA1+28UUmx/63JspQ4vxYcaLac6VN/MtmSQJqTMI2ezuUPWcrkvOTbYDQ2YPPXXB5bcUWdEMw8h7+dIL3X324k5IilQQX1A1B16omolsfI/Gb+Q6+XyRqbAWZYWHCT7ZATPwjpsY46IXbUhuykgPF/739dgwq5T7QdZlpf7YPYXZP8h4BEjx+xX8/7eCRHcB9rmoS52iK7zmfWYtM9Obp5S9WLrH3Uo4XCDqyNGVC9a/WUxM32+vO0B5asSMk21DHprAobhRzNxq+d9FuKDxMrisoXemDIcfeMwQBR0//znPxczPPfcc6OVUQwfSt0FNP9hMQBgu3fOSj8kDRTRqwmNfsvdy7DTqW+10pv/9IpM2ZRIOwC0O0aPU5lIrM4gXeAILL2EyORpEFjPhdal5BjvdywvN8/OIWeynGWXGDRVzJxL0gUGk0r3HZA0oATxjMvn6HTz3NOdR6cg6We900BMHZIGe1kHLlwnuY2Iw+cIMMZRh0lJ2AXUPWe9H0EPIqjd+/OKB5Wkn14acHrtRI3LOHYJvYAm5pDO7kX1mLzvzjavLNsJRDADpGq772fatWgj6qpXCDjbF9MX5zWwXoXeVxsxyZwVpqZ5k+r3l9mBvtUtlb+LrT3ofH5DnJIR70ndee+TUf1ePUsagLftnnoerEdIgBpqSwT6ZA7CXfaF0dsrs5jQM7smT5/eVFshFeMZidtQ9EFqfpK0+z2CfWaOEAXdV1xxRer35s2b0dXVhZ122gkA0NLSgqlTp2LGjBkadI8BJP0lbL5uQeW36KRUqq8h6eiG0b10s5VW6iqgbiLf2VrXVUlgdcjpx32rW9C9zNaH5MM95vtfhgcTjAa8qrN/dx2kZh5uVTF6VYnUXteSMSJbQvo0CIlP5wwEA4I7zzNRsE6oJc7gm9UICUrNZZkeWpdqwbMA0iBQGkjB9d501E3PRNcWzoOrSGdO0ADJu6pphyrT1WS1gvTbZpnBDh0U8yF0FnY4BjVqeD9t1P5qAMV24vAt8jsSZFEz3Z4OTBDb9K1Nn6Uiq5/EOxmGMY8a0P74ap5AFAAJ5DzyuoguSLYLgd+57ZHXUDdxfCqtp8qfiyrpkCDbOQkk5F0mt2ZNc7YRVFMI6ItLXQU03rwoTAaBLb9ZmJphSZIEdZ7l5bYcedlELy+X9BFb4fJy0UFqq1atqvx3ySWX4J3vfCeWLl2KpqYmNDU1YenSpfiHf/gH/OAHP6i1voo8UIf03kpzD22IU0bO7NrErsA+2DcyjaUjvvQJSe3PEcs2hFGGm3JCzA7F6mAEhsUVILi+FcknHQgVm7vR8cw6Qh+DHbG6oDqBusNdFMS5wCwT5yqM6H5vlywBvHXVGWDJAy/yIDvKCWH1YB5lOUAs9P0oUtdMdy071Kyz9iJ+DtrQcxeGIViUzhqTqpADDhRdzkF3YN5SZwG9rzfHy5MgR19Twlvk3EqD9cig3lYKgv4tkCXlQ/j6E58eecEjp/2R19G54I3081qBGvWXZAv8zoX1bemTvC2GwSoQPNJMEuuH3J8odRbQ/uQaln9WnUWH7Hl1tvti/yoEv+LF1l4UW3oYFv6JrCBzG2nXw5eX175vHA4En17+ne98B1dddRUOPPDAStqBBx6IK664Av/93/+dq3KKGsFYVmk6wjKDAncgHgtXABnIX35QkJcRrw9VTuTp5UaAasqwexgZmECSfEIExx1PrDFeiTjExshnBYaO5UVpexkQeHLXunDFwz3LY29tZLBLziq5WFHBj+9EfB+9QLBdLYXtHaDL0FxVUWYxEsvLQ5a/xZqv0BntmNU7eSHvPd3CgD1T1xAREHaYjnfOiLrWC4if6fZcdwUACXEPtXQ1TNweYU9wLJnqthWRJUv6l9xhBoe23MKG9qEfpQSFhs7aBt+hGAVXNYXd8mLXId/37lnSkPpd2NDu991CILHrVJAtmWBJsSOC8uD2lJZVbO1F0+0v5xfD5jnTbdE4/h7DCA66N27cWLmjuxrFYhGbNrmP3FeMHtQZm3utjpryJSQzcFnhWkbEyRUvJYpTJ7jRU50Dqz+fP60MwZvI4DzVXBIYUDOhlI7eb5BOa3/kdST9Ql3Lp1q66qHjme/KMPEedhc8nUvo8nL6BYl0axYgcT6rIqIhHXzgyt5Kd8iiaB3Ly2u6X0saUEJWH8TLqYHgA9OGJXaQtoMsgXjsagoXBAHnsKOGy8sT4mRfUd2kykm6JSDq9HKw/eKAmOzfjg64fYJrUGcifKDGWxbVZltN7OvlbWRMf0uaJ/Wb6X/Ivj5MXNPtL/PyQiExeUZCqasQFzBXofn/lqBQ307TOnnYQgvr29jzVXqWNJDXb9L8w9SpIHQv+CjsAmIQHHQfe+yxOPvss7FgwYKK4V6wYAHOOeccvTZsrMIaHbcPJ2u88QViFN0V8BIyXAcrZVgq65aXU+v0Bp8RQZwZQFm/CTkuOJeXO9IlQaFr2aG1zGfod0LdC02w6VnaYCdKZnY99Fa+HJYTk6m+7xIUdDtIJR1RrB5g6pdvOacrjUunSEdglsUZJMcGHgHOQuhVYm75EbbGxUl8sJasHZFqxB6u48DwzWQGoJY6ua5z9OaTDoBE8rd4B/6W8vT16RKbWovPY+qWCOpmMUGpk9hrn1kX/9VqZLZRMNNtggtYgwY5hWj+0ysobO7KwMGW3/ncerYOdr+0KbX6RuTrUQFzvftqszzR/MclNeUf/glHX72NQXDQ/dvf/hZvetOb8N73vhdTpkzB5MmTcfjhh2OPPfbA9ddfXwsdFTWGteSTMAalroLd2EMCRAH61rWi1G2soojpSKU6CeiqBx8Sc9aden/vsikiMXH+4MHOWjocrYhBDKtzMIN9l3NOLY0idRWkMbJkzxzpeTogzkDKRe+gZRwQZz7pc+nMOBmYO3gSZVhX55AVOPObC6SBolQPygcM3aOdx57u2DITBsS538mdxVEejYFCDXdK5DUTDcgHWWIGNrbc8HxqFtfmkYTXU8HqNasbNTupGlUX8v1EGXNXJb455d2WYoJ/y0+S+E0MfQRK7b3xmQk/qfPpdamzkkq9RZsoxWOYbNroM50DCKyHo3HcNQbB93TvvvvuuP/++7FixQosW7YMSZLgbW97Gw444IBa6KcYBlhL0lyzM4IlUllmJIqtvWi89UWToynAPwpuJEXrZBpWKmBmA2jYI+EWT8pZEDrFLr/dMQOelBJ6wYGvrIjZ+DozCDdQ2CQbjSVnziJOIXfpkXpGlkmEHBeccVTIxxMEiJ6tE+TBdmVID/YK0DnPJfo1QVDwL9AvaEAigAc8dd/incGuSXiJ6WQBXKbZ6lEYdAetBglFnkvXxbPfETL7S+lDm4zguNTeh1JHDrO8vqDLMl+1rC+1D+5ridxnuvNgx3y/pLsfPSsbjec5yMwCgfzWe5cD411LPPOT4+cRcQPQcCC0Ho7CV4hBcNBdxgEHHKCB9tYCo/JL26dzH2DAclrL2Hb3y/hxvMXyeb4t9yzDhF22M3SpFiNwZnwj49RjqXEJPhzMxbwqjdrTTcxspzpFwqi33PEKeQ8yrZOB2CXkXKwesjQ6sp8M29MdwMNIK2xoR/+WLkzYbapcXuWRTMegeIIMLB1Xho3I8nIq0UUr0Y8unKyDKwDCHJFaO1LSbRrS8s2g7mhcElvTgYDYWW2hrSEHG/N4H4JFy93Lglj0rWvFlINnpNLan1jNXx+Uc31zgupCR6pqcoOrHEZBWyIPlE39Tv+0DkUc8SBS6KgxZ1H0rW7B5H13YbO3P7E6TC2Kx+OrMWF3h68wggi/Cnikv3k+CA66zzrrLPb5b3/722hlFCMD8iRJySwH2dHl4Ewy7KJ84ti2WkzQn9r34y8nr4NPDBBU5wna++WaeWRmur3OiWOGKj1bL6gHQPb7aENnkmIOWQvYQ+tF8FLiEH3SaPrDYsz48nvlfCv8HemSgaug2eEcyiIvSGf6ANEBPfTrOtoi10bFzDOT+nllWEouXgq9lc1013L2KHqQQbpyiBxQiRNpcEH0qGUVi7a/vJpK6n6x3p+J62fzQpRDMsqQe1uKCP59PlroRMswI6/P7rufvWvhhlzk9Gfav14j6Ey3DM3NzanfhUIBixcvRktLCz70oQ/lpphiGCFZWgoQy9DljkeuDoqn46MH+4VOJSvX+NnT7z8Vk9DNWm5eha4XNmLc1Il+4QC5bxoAs6ebPiO6+oA80aFopnPmCuYFIJeXs1eGRT5zlBVZL+vq4t7HGXhl5EGUETs44/jOnDKia8kCAkiyHjloAQz/rKGjiYg+Vsge8eDl5Y70DAM0IkgHuMj6SZHlYG+rs47CoLums6t5Li8fjkGRCg8Mj3OceILsYQqGe9e2YuKM7YdFloXRcqJ/Dn2lPfMdln/YMUqKfkwj2MZtHYUeHHTfeeedVlqpVMKXv/xlvOUtb8lFKcUwg6z8RJrw9HKyaUTO7PSubEwHoYHLiisEObVXkSw2zT9AUOqyr+QLChBcOjrKIXWVl8tBM5aT13Ez3yEIPEitEpSEBHRgVMwzbnEFWAF1nzyALussQqQuNklAwBw461/LoCpkf7GorDOvAohIz0rr5SVjT9bxLAG7FKMx6K6lTpFlJb4yLPQAS7ECw/edUoecWkF3bXRpuv3l1LapUlsvetsyHMiVAY23vDgq4pAYFVrvW8Ez8Xy7nuVbIqTmifx8ym0Vwc1zKynv4NPLSSbjxuE///M/ccUVV+TBTjHM8O6vKScbp5wXNhL3Bea8vLywoR29K5t4IoN198ub2OfRkAQmvv3x1kyAzHiHDGSwy8spVA+mlIi9qabORvCeZHBw2IPUKJa+w9KqMOWtu6FuygQ+X61nC9l0Io0MasJkknfDl59Jl3eHzFSGBFh5nNodCkc9ItcDSJbYBgzgBM/sB+3plpP6eWUInKWz31na2mgMusfK8nLhNxuVqwlcIPvRnAaCObF9RSQ9/X7CYUCxtWd0tAvrW8Tw8PhNBnr+//b+PN6yorz3xz+199l7n3nueaAHZrpB6BZtEBEHEBBE0CgYAj+MCVFjTEteiWYQvYreXOT6FRO9Jg65r+sNSa7xxgRvAq+IIHGIIAYRo6JAM7UNiDT03Ofs3x/nrHXWqnqeqqfW3vvsvc953q8X9Nm1anjWWrWq6qnnqar/bLPS3QGPveuJrLsduRlcAZqidAPAT3/6Uxw+3BmNkRKJNTu+5zuP0fGsj+T5O3fgwE/yu0oefOw5xmrSpA+GauCtvPd86xF5XjFFS+JTstV914WCRLjwxh4llj3Ki7UKZoPt/Bvp+KmkjkdFThjvtaz8Qy/fgOqaEX+6Zg5aItcrizfeirZ0+58RicS9nK1XVDl0JuzSgXa4l1MUbaei3z0T3qZBtNh9Xepa32T38k6kpe+qqe0SERY7oSlkvsbFIXfkQzufx957Q+vAlebQhJcumfTtIKafP4hf/N197Raju9E13TK2b9+e+12v1/HEE0/g5ptvxhVXXNE0wZR5xGrg9t37c/RtXuZGIz4Se8Zx37076amcZm2gVKQxbmoDHsgrtDZJ6FXgEOPC67Oskta4aX8cS1l3LNtNtmD51nQngy1ycsDKyxgDM+sKGGX9NyjWwMcqUsw9kN4R0XLQiThZ7OcZsyY36nio2CURzSDGG6Cox0az3MibPRkgRZq/8JlF7eTerbS0zjYxL2nf0Yz308SlXD723fvz4BGmh3++p/WCKM1537FrujuBTllTr3QV0Ur3Pffck/tdKpWwZMkSfPSjHw3ubK50JqSL70GiQxMqV4epM5rbuP7t2f/3E5RHe6mE8eWEkpCDUiKf7DWJGBGWiTrlIg6P8pcNZ6yC2ez2/2AX+resDMvHUB7pnXGNY2RKJgHoXZE9GVPXkuV3McpPwaraFEWzGRsc+eJL152TYgjqTzaMyoMZqLR2TTcVGBFXVEhM4Zif5Q4xCCekxN9kxDPvWjrBtVeCsC9oyjdYB71so8ns/+GTVrnEZKUyfzT48O3Uzdq1W1lALJAPPFrpvu2221ohR0fy53/+5/hv/+2/4YknnsAJJ5yAj33sYzjjjDPaLVbzoXZHPuAuFRB3yuQALlYoT/YFZkWnfrmfyCiu3P33P+mcH+pkSe4En7USF5vRZQdJEco4u8t4dg7g4JSzM/ZzdzzkNHh2pxizfKDvxGXYc9djM2eyU7I2c/dyM6t1s8oml0+BBj7Wm0O61tInCqcsxSqBvomhQFrxcVNAe9Z0N8NLJES9Tr+72N3L2zWwkL7DRnbHVtqC+Pvs4ne2/z+fQnXtSLvFWJw0o9pYde/gI882IVNlQdG9zVOO6DXdL3/5y/HLX/7SCd+9e/eCOjLsb/7mb/Cud70Lf/iHf4h77rkHZ5xxBs4991zs2LGj3aI1H6oyC3dBFdOsDj3GAhfKqkC6/T/YFcrU+m1fz4f5Nr3KwVmg6QficQMNF/bcbQ/mfh96bDemnwucHx75fk2iDFOKSlL3fANDibJpMLfTLPNMWDfqIlWqUUUXyT1YF5q49kns6k4+ey5Tug7SVTBCcW8W3ARCzD0WKcMTHuU10C6EXiCLwpW8mxHvHdGkstrw6qf3Hmr/5lqLlia8cG0ulBALpI5EK91f+9rXcPCgOwDfv38/vv71rzdFqE7ghhtuwFve8hb8+q//Oo477jh87GMfw5o1a/DJT36y3aLNC/ZO5UDEwLhMVKsmDcKaev5rKwa4kePPPd98JHdONptthDXJu0N1ixquKHcwg9QCTcrqeR7eiRIir9ya7tiXEwm7XppdR00ESi2Jxg3yZ+zJH5yHhjDfmMfabAuzBFL75+IWnMCLmZDwld/hSre0/VWdu4OIqf+tKEtZ2DRjXKENhhJkYdQRsXv5vffem/59//33Y+fOuZ0hp6am8M///M9YtWpVc6VrEwcPHsTdd9+NP/iDP8iFn3322fjGN77RJqnmF1IRbGBA2JHHkTTR5T0ltCEVYQkQHUHCra/kFDdurN+i93D4qb0Rsc3cdF/s2kLfO/Mpp5GWxULPqRmbY0UOkKMt9UIX+CRb09uDoZeuw+5bHoizzsZaklvxLXpo6JxuOiETHhef3xcgXqRGaWhSqBPb+0XKfPa99em6dz5QWXgcfmov9trHtMbm8XTM+EFZjCyUeRmx0v2CF7xgZjdgY0g38r6+Ptx4441NFa5dPPXUU5iamsKyZfkdvJctW5abbEg4cOAADhw4kP7evXt3y2VsmMAOzQ0p3bMbYVXWDGP6uYMz66lb6F7e9B2HG8HOso68fHUqkgDh8T2Ax6rrSTPveNzLU0t3pNvqzBFqmevGpO7lsVboQnWqWTtVWzJR9bQ0WPWI4XlGUhlzzzEJY5KydTPGWj7P9bLZG5nFTnLFhrdjxNGIW/JCGSEtBOaxzT/wk6e9bZOyMDn44DMNpd/73SeaJImyYFkgfYrYvfzBBx/ET3/6U9Trdfz7v/87HnzwwfS/xx57DLt3715wu5en605nqdfrThgAfPjDH8bIyEj635o1a+ZLxMJMXP4Cf4TDkRbIbLzZNbmlWg8Gtq6KSisrIPBbSgsGI8H7LGxIi1BgBJbuyurhYoIEqG0YQ2XFoDeOMXPfFrlBnODIMKlCMLd2nHlcrOLLisATq3hJ1zdnfo5feuLMH16Lv+ea2L0883fS5MXcBxu1iZ4FjWBPhmXDC+XHfHPNsmi3Y7wh/V5atT5YaQ7zPFidfj6w/4eiKEosC6RPEVu6jzjiCADA9PQ8+wG2gcnJSZTLZceqvWvXLsf6DQDvec97cueX7969u+MV78qyQfRtXoZ9jFtQY5buTLxkI6smDaqnnjvgnM958NGCO122ZE03YTHMBRU82iRq9/JwPoOnrcXuf/0ppp7eV0AYDwZASTCXl7qXE9eYI8/Y+Jl0bjmB+ic8t1qCdy19TLidT+a36UkmKxJvACpfboaByJuTJZPet+ldVJ5cmC/vVtFki3uz3n1HLcMRLv0QHy2mtIVmnhyiKIrSaobOXIfnbn8oH7hA+hSR0v3lL38Z5557LiqVCr785S9741544YVNEaydVKtVbNmyBbfeeite97rXpeG33norXvva1zrxa7UaarXafIrYHDyLr6iN1KSVPjcIC1nJIpnefQDPf/3hXNiebz3alLybwbM3/zgf4PHajYJ04SUKQGDAm+RjXE+O5mDSzcv80SzlEUB13SgOPvTLmR9CJXlg2xpUlgzgl1/+T3qNu3GV7r5NS7Hvvl2z5TemfNWOnsDhp/Zi6hf70rJNXw8mrzwZT3/hXkzvPhCv2Dvxs5NYs7MVBY9Viz5LPLvpXayiGLEkYr6XPTTdy70Zz8YX3g4asWp30n0sdhbIYFVRlMVBZeWQG7hAmjGR0n3RRRdh586dWLp0KS666CI2njEGU1NT7PVuYvv27bj88suxdetWbNu2DZ/+9KexY8cOXH311e0WrXn4lCPC0u1z+82RKnbGX8ZiwLY6Fmw4aNfoOj1xQh07lSShvBAYepYN4PDP9+TCBk9bi+e/4Tk2L3tM1yy9JyzNH7Vm5nYVT57H0Fnr0Xficuz6/745E8zUNVtpLA/V0LNkYOaHPdA3gCll0tXnrPwol7DvP3Z6rLf8LWbpmehHbf0Ydv/LA7m8yoM1mHLAQsxgK2pZS1WSp88i6rVsCXfZzj3n0GZ0MdbcZiu7RYm12hfNL9q9vHNGFvSJCWREIqzp4ihF0QkQRVG6iZYYhDoDkdKddSlfDO7lAPDGN74RTz/9ND7wgQ/giSeewKZNm/CVr3wldbNfCPgsnfzmSGGyaVtjTe1ifK6/Phi3zlSxC8S1rxlDWKStzfXKgzX0TPRj//1PzkWplnNJSoNVdw2flW9l2aB1vrlxPCBMuQTTk3FLt1znq0eM4uDDv5x7dsm1rJJPNU2Ue3nWyt/oxlUGvFKaWogjy/Ad35Ucx+d7xxJPBzuJd0235/l6yqPuu2POp+aWZhTevRyR7vRMcCcpSA0cGdZJkweLHXX1VxSlq2AMQty+Wt1E9Dndi4m3ve1teOihh3DgwAHcfffdeOlLX9pukZqLz9LZyOAva6Vc5Jbu+hQzuI+FmwSR6HOZV+CzdI9edFw+EzOjDOeCevK/e4+ecMq2lXlSubc3Ussqr8DsngIz14bPORJDZ66buUAofnNLjokJjcxGajkBUgu4m1+al5C5TeHyv01QWWWCPUp3OsmSrHufvVYe78vnG3tfdjBVf2I3QZMeL+ULbxWRynAwu+j17pFeA+2gAWW6oyYPFjv6LhRF6SJYxXoBNGUiS/fHP/5xcYbvfOc7CwujzDO+GaNGKncyMLMUqcXI7lseyP2eemZf8xoO3wB4dnlAz/JBTLxpM3b92bdRPzSdW9NtK922gj0TaL3AHus3lcZWsqmJl9S93PKKKJuZSRvbvdyJT0wekO7lGeWetN42pvyYGbO5cy9J+WQ4AuE+q3P2WWbiDWxdBVMt49l/+lEhSzdnXU+OiZwJaoJiGTkB0VoaK7Q81ovp5w9mvqsmWPY7SUGKeX9O2qZKojSC551VjxhFqa8H+//zqfmTR1EUxQenN9TrnovdgUjp/u///b+LMjPGqNLdRYg2vCpAdufzbncFaTYHfvZM0/KqT9f55ic771Epk4qp8/4di7Rx3Ncdy7etdHNu67Cj0UqvKZdQn5qaqUMZF3JH8SPdy+2RPqMQZyztTVF+CrqXs7qx55zu7PN21r0bN34o77nMPL8D53TzFnB53HbQ6K7OQ2dtgCkZPPN/fhDvRh75LNsBu49E4cRKO/C1B+WhKiqrhlXpVhSlc1jAHrIipfvBBx9stRxKO7D0pZ7Jfhx+am+hrHqWD+LwzudnfkRs1qU0QB28wpNMfCSP33kPGYU0CaHWh9vW8B7b3TycxlXm4SpyiSxlRhlOjxhzFeusku8MMJl0uQ3WKKLWdFMu7MisW2fSStdCZ9Mzlm4g784eex62Ez83SeGfoGCV105XvBqUz2QnfDJ59Z6wFPv/88kZb41IS3dHuWU3chRYB93GosdXp3SzU0VROoyF7F7e0Jruet1znq7S+VgVu2/TUtSOctfoSij3VzBw6moAoI8MU5qPYMO05AWQjVjIvZxyQbeUbpRM/h0TSwrcsl2FP72SuINPTWf0lUx832ZpxPU5CzkiFcl4S7eThlDI8oUw+dkWbGpNN4ADD2a8JhgF0C1TpgSSewI06iaPzlcqoyG8CwZPW4v+zcuLldFJz4d0L+8g+RQZgXem3miKonQUnGa6APTNQkr3Zz7zGWzatAm9vb3o7e3Fpk2b8Jd/+ZfNlk1pMVRna7sGD525Dr3HLxFkhrlB/9TcetCFvPV/2/Gdx8wpgAnGfdcgLN1uHLvJMG6Y/c4pSzfX8pSJc6gzdStRbtJbz1qakV/akCvbnghiXdKTjBj5CAzlwp4VK/Y4Kd+a7gwz67ezBfrjk3kzshx+MnNUXOCc7qhzyDup02yGzk15OWTqd1OeWbsg3cvnXQql1WgXrShKJ8HoDZ3UPRYlWun+4z/+Y/zO7/wOLrjgAvzd3/0d/u7v/g4XXHABfvd3fxd/9Ed/1AoZlVbhvH3C1axsUFk2KMjMkJ236tytoz5d5xuhRGll3cuJMNuqTbgeOmu8LeWdOoqM2jvAmfAx+bi5Y+fgUWzt/HPH1WGuAgZcucsjNUxc8QLHWjx87lGorh0h09qyp1b25Le1q7lbOBfOr+l2PyjimndNt6hI9zl68o3aLKyDOs2mKLgZj4m8d4Cs3jl00ImcsZMmldXD6N+ysoUSKU2H8maqlem4StdQWTGI0kC13WIoSjFYxaGDBhAFEa3pzvLJT34Sf/EXf4FLL700Dbvwwgtx4okn4rd/+7fxwQ9+sKkCKi2EUnycum7EUzPkxmyqdbcOj9ugbdEkPbztwRbM3O7hSZht/S4RlcGOQ5TlwLmXz1q6ZzZSy+4NMPsvdc+Z8p37Jncvz0wMTM+FVZYOwlRKqB+YSuP2jPah1F8hZZ1Nxm+YVljxklm6HVEIV2eiUFmZaabIKZZRaUlLafs6zd7jl2D4VRux6//71kxAo67SJjPRmF0CkI0T+8w6yX2b0rk98pV6e4QTtEonYU+A9h4ziVJvD/b8+2NtkkhplJ6JfpTH+7H/B7vaLYqiRGNY9/J5FaMlRFu6p6amsHXrVid8y5YtOHz4cFOEUuYJgXt5dudof15EfqQSryQka+CLItqlOnkn1EZqpMt5Kfc7ZOkm04Tcy6mw5GeSv7Mz95wbr30ed65+EseG0eGMQkzV9VD9dxQvkw+PdGF3diX3KtGZIrOuzlzesedGw8qXImIjtXav6TY9GSteMyYA0mUPdkHMRExaNpNfm/3nxl5/AqrrRnlZfOJlJyGU7iFiUlTpEozRV6h0L5RxB1icSvev/uqv4pOf/KQT/ulPfxpvfvObmyKUMj+Qs0kSBYmDyk9bfp7Acx197bHomeznI0xDvi7Yt4N4lqxSTR3/RRwr5ijmod/kgGAmIFHq85vxmbxiTbnxkmu3M7LZjylZc5s9tzz7b1Ys72syrFIaOt966pl9dJbencStS9kN8wiLdM/SAZTHegtPAHDLRvLiCeugt5x5IluNmrqmO/+O0rY1UrmezzXdIxccg8qqYfeCb9PC2XdaXTuCysohPu0CpbZxHKbS0P6z80LtqAnZXizU5Ktno0uli9B3qHQrrHd5uwcQjRPtXg7MbKR2yy234MUvfjEA4Fvf+hYeeeQR/Nqv/Rq2b9+exrvhhhuaI6XSGkjLNKV0S7OjrITRUi0eQs+VUGhrG8fRs3QAe775iGz38sToah8PBsaroWTyeoI140gdK5abvKGsXTHW46S87DndQP45UA1vycysq7WtxMQa8Zz3BnHslpO7b/CSHZ9yCjzzmg7ueJYMl26klisTsOrTTHjPeB9GLzgWu2/9KfZ+74ncs6sdOY4DD/yCLjODXU9K/RUMnrYWe+55HFNP7+sa93Ig4BVRKMPZf+uwFG+/S37sBmutoNTbgxKxfnfuEXlcyYdqqK4exqHHn7MSN0++TqS2cRzl4Rr23vNEu0XxUuqvoLZuFPvvf9IfUT3UFgSTv7EVT336rnygvkOlSyGXqgLtn7RvAtFK93333YdTTjkFAPDTn/4UALBkyRIsWbIE9913XxpPj6HoAqgNriSbXnEQypadtmeiH+WRGg787BmplAsWtmHJRcrHGXjxatT3H8Ye+BWl+jSzi3eaLxFGWD1cS3f4WDGRezllUUbG0u0oz5m/iftOJwu4s6ul662pJReh18RFkGxsRpHcQzKR4NulPrNhXmpZp+qFbdkHMPra47Dv3p3YfetPeRmpAbgB+k9egYOPPjujdHfLRmrJ+zBwleRG88zda2biKVa5nteN1BiLZlJtQxMA5LdSvN8vDVQxvedg4fTzRjcMbYh2ubJiCP0nr8CzX/lxPmojfb7SEdAbk+o7VLoUZmzcUad7FCRa6b7ttttaIYfSEVCuZpC7KQks3aa3B2OXnICdH/23zto0qB0IlG53CYDJHKs17QzqTaWM+qEp99lK11Vnw4iBm7umm6gzIcWdyjf5I3tvmYvZQUWdWrPMWLTZo8FSJdQSgDgRLbymm7PaJ2X7kzvYFnOvR0P+OQGYeUCp17nJ/8utbffK6J9UaPc67WiMyT+jRkiPBqOfaxJuamX0HjWBAz97BtN7D3WEe/mMYMTv0Br+2SjU5oyicX5PCWMXH49n/nZukr7UX8H4ZSfiqb+4y5OwA5C0By1m/M0n4Rdf+I9wRKnnWdH3qHQO1Pvq/FUQikLCGaQO7ngWfcdJls10LvpZLmJIZch2Q6aUKjKzSIVdO/WwNYFx/aOswQPb1mDpO14E0zvrLhpwLweI9dog6oR9RJhzTrebtzvrLrek5NZ0c0dlEWuc53Yjt7RHwmqXOz/e2fxMOFD1XbeyilWk5taZu8qP/dySOmCY+JmEM/9ykw8+GamJn8w/XefyRU3QFIQ9p9uaMCn1VjBy7tHp8XNRx6y1ipACGaq3RTYdnI1SXTNCyBJM2lL6Ni+TRWyz0l0e9JymMIsBsW8G977JJWXaQXcVVP+u3gpKt8K0P4ef2jPPgjSfaEv3/v37ceONN+K2227Drl27MG0Ncr/73e82TTilxUh2LwfEgyF6TTejXJWM60K82CjgXm4A1LPHaiVZ9fag1FeZOyIrVcYMXRap0FsTJ4KN1JxJGQNXSRNsvuZsiMaszQZAKyaM1dW3dpsOdzL2D7J9ykKD7uXGzOpykl3qA+UZwr08b9UMmDV94V1m6RY9V1FGYJ8fqYwjG5/Js92Wbs/GgOG0TJgwbVt1BDMzcbnv+z8PR51HOftOXIbDz+zDoUd2xwsgmUA0bp9vBJsnKsXoWTqAw7uarzg0Mm5TlI4jNOboYqKV7quuugq33norXv/61+PUU0/V2bRuhty93A0qvKYbnm+kg+pNebQXU7/cH5Wm/4WrMP38Qez/YWCjGh8SpZtwd07fBzVpYStCSRHUew1Yuo0hZCzN5lmn0+Rk8JTDeiwTEwr25myOFRyglfWscu+4/ybB9uZn8YMXyosgly5SKbUt3c6tDtcwvfvAzLXsmerZWxUqe6nknnO62duzny3jyl9dM4KDjzxL5z+PGPsdN2P9dPqO4Vq7gblnY+z4jHv5PE9gFN78kvAvN9QknVySwn1Cz2Q/Dj+1N/1dWT2MQ4/u9qRgJJCUT7WJLaQ83AtTLllKtyAhI6e7oSahYBvhs1CiGX3tcXjqs3fTfXcjUG104B2OX7oZz/yf+2eWoylKm+g7aTkOPPCL/H4erM7d/e1StNJ988034ytf+QpOP/30VsijzCMiy7TPkmfHE1lTrX87gPFf2YRf/O190Yp3o4MvSQNCxTE9hGJqycRafIm4c5HcMHcQPavIZjbwsq3jnLu1JRARCFZxM0m+tkI5mw9pyc3kJ17rHT0A9SgLUouhzbSlxFpa98irNuKZL94/G3d6rizunrJ5cWv9fTIGlogkz7Zv0zIMv2IDnvzM3emkAAAMvmQtpp494Gzg1Er6Ni3F1O4D9A7x9oRLYbLv3r+m2w6P2nyuVVBtO1HfaxvHcHDHs6gfopdu5MPcwJ6Jfhx+em82UnFln2DskhPw1Oe+i/rBGeWhsnwImJrGoSeej8tIuthuPgd+ZP9r0k0Wg2lzv4m2OQkPpVWag0FrvPwKjEVMtWdm+dih5oqiKDHUNoxh6pl9OJhRunPjvSwLYEF09C2sWrUKQ0PE+ZxK9yF1L5c26DGddyetGRPMCjchiYv1DHpPWGoVwpgZ083G6o4lzYSUq0w21GZmxlagHXdyIk5oTTd1NBmjmCdHGE3tPuCx1lJK5ewzsZV1VrlOwpkyCNlYuEkGYf3oWTaI3uOXoDzaOyuTfyO12oZxmL6Z+VJy8FZP/+fIwq5tZ2EG6jMZOPKanhKd5Tx/7uWRXvRvXUVfbKJbPDvZk747umhW359vT31Bfa+sGMLAi9cQScMvtbp2BJNXnQL0UK429t8NVBJKMY1KT2q3dEFNqsvjb9qM0kBVUGQxpVg8qS6ZLO8iakeOt1sElplq3oJnS2UZGmNJq7yitBJuHNLIps4dTLTS/dGPfhS///u/j4cffrgV8ijzSWh97twFUXb0YJtO21luIib+S2jGwMRWuo+eCMaBQWYjNY+leypjAQU1mUK4glKKuGA9dsglXWRln6W6emaDpYOPEe6UHksuqVxnBxWs8uPfcE40SPLsWyChsnQAo+cfg/LIjNKdKHDOuuDsXAc1ycC50ufyClj2KUL3x02OCPJoJayB3vOc4grIFGK5ljvPO5388Cv8HbETfCPvj6nzueT2s7DDY7HbYkqRlGQj2mOjyX2XpN8pohRzcchX2xnfK0V5vA+l4VpUmtqR4/Qkj4fhc45E9YjRqDSFyTzagRetRv/JK+YCekoYPveo+CyJb0m0WqJD3rOyyLH3BQI6ZhzRbKKV7q1bt2L//v3YsGEDhoaGMD4+nvtP6SKESrI9GOnbvAyDp6+1khGtPOfOxpXdRuI7H2Gv5ssh6MrNtDvljMKVjtFnI4Ysu9nooXO6DdxzubNlcPk4lm63GO7ZJdbe6ecPom5pc+Sa5VQhn73G3Hfevdx4nhMlKynqXBSuFY2tH7ZMvuT2xEtGGahTx2H53PZ9UEqGsf510sgG+y2Hao+yNEO/zVZKYld9d3f8QNnzqHQbX/ucj0l7pkR9K+E6UXw9eD4vwxQXk0dT4knyKbrEyAorDRIWc/L9CL/NDumfe8b7MHTGEZGpCuwtIGjnm4LdX1q/jQGqK4cL5GuNJeRad3xZyqKjZ7K/pfnT+rVsPNxtRK/pvvTSS/HYY4/huuuuw7Jly3SmrIshK7WjIBFxyiX0HjuJ5/9tR/6C5AgqZharPNaHqWf2zQX0lDBw8grs+c5jnPjNo6BlpOFOOrQBGSdX5hivrNIFzD3v+pSluAnfjTMR4JzLPVNvcrq+veO5M9hzR3/csWKl/pnjcKb3H0Y5yr2cUSqD7uXWLu+CAa6TDWtSZZOR8RxXZW+5ifxEecSad3LyQSpjjHINkEeMzXs/4SuumUtbss/cZALTCRA7vqcO+8JbhVgJI0dFRFDEt2AMcssgGqgjuTaJK8+bAUT1wkAWT1xsKCtOGcx8Y9W1Ixh5zTF48s//3YojGLRS92067Lip+VCgRUtt8kz+xlY89enYc+VNuK42a8KoaN1SlAymVsbElSfj59f/W2vy59p+cqPn7q+w0Ur3N77xDXzzm9/ESSed1Ap5lPlEOhMudW+LafitPCevOgW//NL9OPCzZ2aSlQyqG8bmR+kG4gd8loJaXTuCniUD2Hv342yS/heuwt7M/YSO4+Lkyp6V7azpTZRky/VcvFY/F0YMRBz3cuNO1IQs3wDrY2OqmXPGD0/PJjf5fKfrrhU83TCN9iN3N7SyC+bkih+MpdGj65Q1QeCz1FLna/vcy5P7sj0ECllDrPdhBZOW8Xb0lVwH3UydO3uv1O7llteC4epjksW8715uBxCB3PuLae+Zpq0hRTmbznIvL6Q0Rk6SNQWJnNRyndz90pZdqdt4Rx83VXQCIHJwXmTOx5mQLlQQPwFdKO9s+x7Ix9iebYrCwG5s1rQCiLAFWjej3cuPPfZY7Nu3LxxR6Xykihg5uHIHZs56WKLhTyyKEnfFhtwNI2FdhL2Jsn8bVJYPeqNX14zw6anfIJ6BQc7S7SrXyc7mAiUzZOm2y6LSkYN0awAscS9PlJJE6QYwfSB/lMmcYj3nPp3WueTf3BFaBqQF3DcoL+IazeQVPXaylWZfep+CPu2xsDbR0k0eP8TFtz1bxvtQWT3cwsG94b+vZlrxWMWemQBJlXEmvw7YSI18PNRSFIlSZ3+fs0mJhI3VhVwbw8gWQKrcNdUKHMyKfi6hYxpBLR1gJ09kynnbiFWGUXTShU/Ts2wQgy+x3NwDZdQ2jqPvxGXuhWxddfphYhJbQgFLfcHPRFmstLKyWJOIM/+45Yk2nuxwoj/vj3zkI3j3u9+Nr33ta3j66aexe/fu3H9KFyGyctHKL9kxxGzCFjNgayKDZxyB8livVU6Bsuw0lBJrJwlYtsmBlJOlySmT9cOW0u2s9TV0WaTLr3EU6uBZ3nbe1MDOUc6IOGlUkyre9YOHHfFmLvDu5c5RaUk9De3mTosqqxtNWtNtrHvwurVTkwnpPcmfT9Aa4pkgibpvK6g8WMXEpSei97gl3vIbgXt+TWtWOCUmW7Yz+TH7b6ceGQaIH5D7rXgUZ1E5RV8MoT3EZiVVWoooN3xmorxECiT1LVKTYhLlnMuvXcyDpdtbd4HZ/t1O4k9T6q+kG4M6ZXG/i4xF0gI94wnOKq9atyKlCVWlZ7IflZXW6VeMp06ubpYN+reuRO8xk40L0Wai3ctf/epXAwBe8YpX5MLr9TqMMZiamqKSKR0IpeTRs6zEgEZqEeTGVSGXOTBlNEh11TAO7XweU89YZ3I3YU13cHAUUrIlkxazP03ZoD5dd3cwT/KYspVPIp+AFZtyP3N2uCcazNCRYmk+DKZaRv3gVHrubi4vgNQpQ2u3xWuZYy3dxnMv4vqbvFTr3YUGgUxx+WPBkn/p5yPSM6TKNfNt+wpqmTeLRyFuarvC1Rf7XRgr/nyv3eaQ1HfDtB8RFlJnHatdToO6rLHyaqmi1tTqk8msp4TqqmEcfPiX+UiSUyao+yUVcSJM8G5rG8bSpV/zTiEFukh/HkpDPWPj9LXOdSsLdmNKsRyMdMbaVzWTTW39GGobxrH7lgf8ZSuKTWJ5LjV+vnzPkgFUjxjBocefs8ogImfar96jJjB81oaGyu4UopXu2267jb12zz33NCSMMs+QSrK086YUdkq5YooWDPZi3azK433oGe/DgQd+wUeiBpCk1TeE1bHbyiiVIrhxGtOpU5RLwKHptMNP0ibrvRNlPM1SmLftXu64m1P3EVwHTsjvGTSmlu5D+U3icq7iwt25WffykFswIxudhgmI1LlTa3SikHGbEM4IReSTnZSgJxnmjkizFH2vfLwiJQr3jYFbammRveO+E5fBVMre/RhMrYz6AXdCOXhfjnv57Dvm3MvnG6dJYl6WcDIqqh1t5iSr05YWyUMYr1kTRZZiVFnSgdzGTAAArfNJREFUj+FXbsBTn/muFS/wPgglfCaKQOGj4hH94eCZ61CfruPgQ790ZWklRfXnQkeABi6z4yBGESHzNI57eVAJl2CIhHa+EaeIcAyfcyT23v04Dj+1N1LA+aG2cQzVNSN47msPtVuUhUemrtSOHEdt4zh2/8sDngRcNoL2DJ4xWpcTrXSfeeaZud/PPvssvvCFL+Av//Iv8R//8R9417ve1SzZlFYjUbC5jlpklfX0mFTy0FrhAKanhOraEb/SzZQd6uh6Jvpx+OlMR0M9l1AjEYofM2lRmrEc2e7lQeUzzcCVnzynPbTun1LMbTc80m2ef1amQo+Y5vQY92gm2zV7Lg2l/HgmBqLrBp8Xr9hDZK33KjA+61TE7u4ypZuTISJ+RDvQNLjJEEvu3uOWoGe8j1W6Ta2Mpb/9Yjz3rz/D3nuesC4G7iudNzL56LPvqDzeh57RXkztOYjDP9/jvR0AqKwexqEnnvNb18RIJxuN/J26+psb3uy6QPUVsRtpMf1cywlMPJAiUR5p0glbKj9SGbODCmq/zaAlVmsqyVyayuph1A9P4/DO52cv0nkm/bAkT1Y2S+EoXA+5b2+2DMnkSoiesb6ZdbUdqnQXnqVRwmQfa8mgssy/hxGfj7Bdso1aC4TCK3e++tWv4ld/9VexYsUK3HjjjTjvvPNw112xxyco7UTsMihaa4zIwXZkZyRBqqjHWJRnGT73KPQsG3DLy/7M5FEaqKBv87J8XMka7pBcyc8eesO0dE33YfoosVxGAku37UruyEQo6sYaRIgb2eRST5m+MFvOnm8/yl5zXLOTXb5DG8slwVIrXzafWCUi9E0Izun2eorkzjE3+X+jN1JzBzGs9wQXTiltMZb2okRZ6P1ysBbCoMcEM8mRKN2DVYxdcgJq68e95SeMXXJ8oXVtpsZ8U2R1F34DMY8xkN5I224Ow/zdSD7MdYkFZvjVR8nKszeAk25u6mrF/t9puPTduvm3bdwb7V5eJE2+jaquGEKf/Z1Rz1hQX5wgZwlXOI0Ip68OjC8k8tsUebbzSRPkq64bhemLtkfOO5XVwzObkbaadCyVqbcBw4mXBpcqdTtRSvejjz6KD37wg9iwYQMuvfRSjI2N4dChQ/jiF7+ID37wgzj55JNbJafSCkQDrgaUZk9y0Xqz0DdXtHEN7dpdMigN1xxRfJZtZ9BYLqFv09J8HqGjtQTuX6nFLFUybRfsWWU8Va5M/npOHqLxK5X4OIYIgyUj1YBS3hMe12nT4+xYAwCoH565pwMP/CJ/pjuQ2SiMPjIsbOFlnlPBgRVdxizcJm62td43CRVyJ2V1PesIK8E3FL1mXbIcJQn2eQM0CNuUOY/VyMqLUDLT5+2s6Z7915kUEZRvZx7B4OlrMfRya00cO9gRFGmIeuFTnCV9TQPvvGnHLmXqY+8xkxg++0iqsIAwQP/mZe6GnWRcq32X9qul/HWyDkss3cR7NFQ8Lr8WI/42qXTxiTJ/I7xsCnYcJ0NGwbCz5ccVUdhFeXdJT8Ljyyq0u/o8Yj9P0XeYobp6GH0t3OCzWfRtWora2tF5K8+tp0UyQXgsmhp3CuTfBYhv67zzzsPxxx+P+++/HzfeeCMef/xx3Hjjja2UTWk1UvdAcvadSCrZNCQt2lXmnAFIoPPpP2m5ZfWRuEuFd0qsLBvE5K+9wBuHJPNMjP3cqJnBkOWbup9kjJ5auundy3GYWQ+dzSdo6bZkJi3dIGbu82kk6/dzl2yle5b6gbndzKf3HsqnSdayHxbuUs4p/QVmXNnLrELGlG3vtB4Yzzl5Zu/JdjFn3cs9ZSTXI3XuqHO6ufBGB/heBZCo9wU9ZFgLeKp103m4u+xL79c4YpRHhYNKeRH5n8SzNJT3AnzKb7gNaMi92+R/xK8HTBrWTFvW14PautFAWcDAtjXOJK2dF1ekSOGi+uSgAsic/0zNnkj77TZZngqt7cx0IbWjJtC/ZWWgEDh1SLJZXTZs4NTVeW847j35JogamGQITjxR+UYrNlQd6jAy4vVM9mPsouPjM+j0ewQAykuipcVZ476Cz4g07En6kgWC+JXdcsst+PVf/3W8//3vx/nnn49ymXFXU7oHqlGWbMhChXEDa3awTeVp/RAMWuxZ48JKhNMOBO7PbnQs5XMmC/+ASuZeTsiayYtb0y0a1FPl20bm7A7ns4pcTsm2lT3q+UYO4Lg13c5u5pl8UkX9cP6oNHZzP7ES6Co5nAxOHkJL8Nz51ta78ww26YmjuT/Zo8HsDbwKKpte+QjLWay1vCmbqES0PV4lP2SN9rUn3CQHd363BEv+iTefhPJYXyiRTJFiFQU6T1k8K9z3fRRUOBwrZWw++U9wNohSSN2w6sohVLPH4CRtj+jbsv6mxqNUXxmyWjLPgBSJaPOi+vJZ+l+4yh9BwOiFx6J21IRVbuTLtOpDebiG6hGjsnS5n0y7no2feQ/VI0ZRHu51ojh5hvZAaZayQZXtxCn0wRWTZ74IeRCGKNJ+tAOurW5leVms5zz2K5swdNb6cD5Fl7UuEMTV8etf/zqee+45bN26FS960YvwiU98Ak8++WQrZVNajOsm5A7MDCDf9TJmVlekBLpRgvlLPlTJB04NRILu4B5ZqMFTSHZPo5pYdufWMBsrnHGzzgaR7yBrrrdksl1iGblFgxXPs3Ddy10xbexd26l8JeGiDQJt2bi8ipYt2Ugt9K3ZqwuSyRhn93K+iLl8mQDuHcYM2COfkRxGcQDR7kkHWTGyhuqE9X6i7pecLJWkc3/LlDCmTEk8f7BbaCDi0Cs2YPAlR7gXJBuLSQi10WCqSqEJBPcFyCZH6bxFLvaSSRYmLKQMDpy8Aj1L+r1xghjrGRRVLJw+KVCssSZX7b5PohjYsjMFhy3SfmH7TlyO4VduDMqS61OJySKYAqe2UPcYiN87n67azH3GZ9No/9NcTLWMyatOcffmmAc502cR8twkvpGBbWtQGqhY6TxlZLOwJxEXCGKle9u2bfiLv/gLPPHEE/jN3/xN3HTTTVi1ahWmp6dx66234rnnngtnonQWjQykRBu+8APf/Ay/IQKZMjz5GCILMgmhJEo2/8o1DM6AyXZpJO7d/i2Z4eYU2B7mRpON1CxlXGKxcTtU6x6po6yoQZK91p10Y6fFB5BuEheFvYFcVh4K1r0cbnioTjnXDRM+G8yVbbuA+8YOoarCWVgL7V7O3YgwPjewh6ceNMXSzTxnsQkwEMV+b2RZ1u/kX+YoMRGBQQubhroB4YSB2FNGWifsMOL7q20cR99Jy/NJyiV6U7jQRJ+UkNeOHScpO/B8eo+dxMi5xOZqTp8g6UPz7y3905ovpTdKJYJEfXk+rGfZoGvZZvrNaGwZC3QHhdb4O5PJ9nVJOdbfwckYauwREhSyNqcZaaT5cFEHqxg8bW2BQooT++6ra0fy3nXNqsdNpmeif86oAs+32yC1oydQ2zDmhDuPNbAvU6m/gqGXHDGz230uHdW2EFkt9jXdCf39/bjqqqtw55134vvf/z7e/e534yMf+QiWLl2KCy+8sBUyKq2iqLWaVCiF7otJsODDC7Z7AYspn44IC82M252h3TDbyqXz2x2YSdbzUd4IM+HMsVrM2l3SzZoalJXz95CLk+iCjsXfP+CN2nAJYNd091BHVCTKW7LGPbhrO/i6CkauwGY5bF5C92s7PruRWjaLgEW+LlzTLVHW2EfFrpenAiOfRTPGElwe3JKDUD5SK67xPFdjveMkWNgTGy5vyfOi4gibe06WUKDouTIJeib6nM0oAbrdangjNWP9m2Yja7vICbGsYlztcdfe23JT/Rkg3wBL4ikmqTukGPk+v9TXg/7s6RxJnIb3YijYp1tiiCZPqHSZv0VrpO3NyuyJeUpx940TqHIoOe1ynXSE16K0PoTKjn3FzWjLY8qy32OgbR08Yx1qG7OnR5j5lVlCIk+DrvP9W1Zi5IJjcmEjFxyD0tCcYtx33BLreSQyhOupeHI295vOqxMnPppBQ3MJxxxzDP70T/8Ujz76KP76r/+6WTIp8wXlxUu6IMGJKBr4eQbslJWjyMDJHuwEU7AfuC9jOsx9Lvb1gDTBNd5EIcmzsi3dyc8yUyY5YHBfWN6aT8WBM5ngf28m9w+Zh3XdOTJsNr+RVxEudUkUzq2eVXyZgCINvVBJmZMpkI9oI7XA+3R2r5/5N1HG0+SiwSjzrsSKtGddPKu4N97huktlmLrokcPKgCtIEHc2IHn33JFuEmImNXxxyLaQabSFS18k7X3yXiTjLPGEXXzXQVJoYzOmwFD/QOUl3YyUUiQKHdXI9AOiukK+v7gHX1nOT6TOZtiENtnNo/fYSZQGq1Z8z7unxkF2HCcN8+48z1G6Wzudr5VnyD3eQFSWkyjqfRR8fwzlsT53zb9NkUkMyXffCTTqOm8AU8mMr3pK6Dt2CUo164i0Asozd4Sm4zoebJeSvjL//S0UmmLAL5fLuOiii/DlL3+5Gdkp80Sw4U7gGiBJA8AO2CmBrL+ttGOXHO9uiBJQ1HuWWmdrA+EBJNfxhSwJ9m/bzVoycx4qMw3nLN3MemhbwefyDq1RgxXmdO7MzsERnRhn6a6sGOJ3obUt3Rl56ELk9dK/tpovg7cEB8I5jwIY8k8yrM54OkSf0+2Jw7lfSq11Phoc9LCdO6j3KR0YcnWJE8AT2X4PUeskiXYkdoIykSRUj5IAkSKAiEkuJtCZRQ0N0Ih0nncfxMmHiiLo56i8qDZY0gdQ3QYxae0qDq48jWyKmn81xLth0vkYf9NmZxNA15MqLk9j90G2XAYYveBY9ygpe+BfYH021bS4iay/Qx5wVHqJ94NnPJJcjp7cZMYE3viNNeU5ykNV9GeWnJhqGbWNY3O/nTouFMAeq3Uo9ukyRU5pIO/PGf8G6jpXD6QTfYG8nbAFxAL1mldEiD8aYrCQ+yMZcAnLEJYjGhDaHWX2d08JYxfbx0VwA4+wfM5MMjXT57tuuYQVsYSkwdy6Z8bSTVpGKJd6e003RcBt3hlUpJknfxKdRfa6dW+5x1qhreCJ5b8u2L0cXF2FfADqxIkKZ55XzCx2YEbZ3ahr9t/YNd11uiynvNyFwO9MubETE1Fwckjaleyl5D6dOLMBEWu6+Tmg/IW+TUsxcv7RtCWQTD/3d3XNCEYvOs4fySenxMopzS+NGohLvRvu2yMnHWRyJFTXj6GyZtjNM7AhG2uJzMlN1wvyGYSW6nBhZF55gWSTA0zdlsgaiFNdO+Jep+TxuGjPRCnQFmT7EzuPpO2xwoJKBSVGTlmz+kLyW7L7S+Y9hdo/4n6cOdnQN1HksdplixI1oS1n8qssH0Tficut69bfoUcJ6jXFyUwufWsmTJtS6NkG2w4rCtdvEr/JdIGJAuf0CS7/BYIq3YsZicWEarRMJn4uuSBtcinX0dIj0uA5o1yn5v2NYrPETlm2LMYd9Fi/XUuE/dsWKWK9cPIIuYGeZCBNWQgCZZPtZcFJjRTORR5gjxPjdy9n8hFMJM38ZDqEfGZNCQ/v+p75k+t8Z//hjgyrW27nwcGFvTacKtMSMMrTIfbZxSDN2wgHWcK6FFU2k7eplNF3/FKYvoobN9R+lQ2qq4aJOO5v6eCS/H7JpEwdpuKKJl6pd0Uky7ZJVqTKqmEs+a1TcxuwDWxdhd6jJ4Plk4+HcgEPTbww/ajbpVBtZ2hAyrXxgoEsNTCm4pH5E3llwnqPWyI6QijY7hWZgCuinPj6KLK/FJRTZKxhhY2+7jjUjhzPXGIsnD55CWUHMPHP1iBKazBUvW8Ue+xo37dn2V6pv4Ilv/nC/P4K3LsVUl07gtELj5UnaIDgfjrBDJC71/TP2HrrTB5R6ZgxBtmmUmGEnAsAVboXM8LKT7pjUuGNuEhSQZKxrP09h9ZJU/kSDTftgirIJ3vN+e0pkyuD6dSzu1jmhOEUVmr9NhXX2kiNwnZxCu5mnpF7Th4675mofD2yZU6jcu7l4qURjJxAsJVk6yQ7YcJkFDNQDCl1nHu5rUMHPtn6tKfTjPJiYQpo6e7lkeGBMuWWfc8adu4Vs94EwrxD7aK0vaHyIgWRKINcZtQlQ0cvsn6dGOiXB6tOOnLpjGRgKXyOogEy2d54+o3ZNFQb63WpTooSTgaFlH+yOiG0vwdVriunaPIggO1VFqzTVBzBRERIoSCrSsm6HugvS30VlPqt9eeC79Z9PcL6FyD+mLEmtOWe8oMT+tbv8nDNVQ4DintAoOAtDr1sPSqriYnQWOyxVpFHG6rHzv3P/h08lpF4jlR5oXoYGj91Oap0L2LEs+qs4pJL6Hbcvk44UA63KYNtGqDWguSiEh2R9MiCqE1SqEcUUqIkg1um4SEVZoBd0026ylEWG9v0QhbiG0zSA9DQBjO5n/a9ZS86kw2zUZLwWaV7rpoxdUisQNnCUWncek8EZ6Iz90e5+7NlBsJD7uXJ79DggjomjpOB62TBD9Riw2Ngn3/UumPPdd/goBkTFVz8oKLG1G9JewPPNxPKz1YGufRUPaG+V6KdINsX4hsl22a7PCqO4LxvcpItUF8N2S4ybWXsIJULk3yzaVLrWVBtVBG5JJ9x4N1FNwWO/IZRbANyBJcHuPmKdqMXTXC4ReWgJl1890xlKni22V2t2XxDNN6UZ/IihPa9N4PcN51uJOozFHDfpY/AM6msGkKPtXdBFFz/EfkuDIh7zeafhBJtozPpJvX4cd4H0UZQn0kzJt47EFW6FzOUsZTqiISDTbajCHT+hslPNiAJ/ZYNWCRrDmPd4FzF0tfQg5z1ZjtFW/lM4kl3L+fCBO7l3g6LG4BK3guVv32NVbpn0tQPE+7QpEWLFpC0frHSBCLwWjcTHB4kpX8G1kJz7uXRkDupzz4rZ7LBUxbXVkgnP2Kh6qGx/rWTxKyjDIUHR80NRCcHz+G2U7z8h5KFjCe4b88zl52AUaDdkpYnsaIXuO/0z8BEo5NXMri1B8XCQSq1PMlOx/fR2SCizwdkk8iSdew2tqJqv5fAd1ke6XUDJYq7T0Em+mLRtyJ5Rr5y5jQcS37/2MGRhWj/oo5yBNCzpB+TV5xMyM8mQfWIUWuNtWeJXFF8XgzEeJXe68TTFpj0f3JE9TwuS7oYW+4CmRLVzZ20JQvn8/GGhduE8Pi7yXWojajSvZgpOoOehlu/IyxIkgGXaJASUlTIczKJMKoh8jUyVmc5s/6av466lb5O5E8FcWu3bTfr5F+u05fMShrjXU89J5OVJreeEm4DDoFSkL3uVbrp+5s7p3uKkDemTkfExex9cfcW6zotWVfJyWSsP5IZfTDvn8vHIj3vW6LoJFlKlQR4wlvqXs48u1A7x10mB7Nc0bFlh9tJMkw8SKHeVcEyuTBHHo9sdjznvujkTvaiCYHw4E96ZJlIoZF+F6HJbCYwaN33zeJ6FUEiL+l7sPIpj1vWPrvfdDIhfluMv/nE/E7kxr9Rp7QYUR4hC6lTL2zZjKvcZ//l8omZ8Er+lk66BcrxTU6Wh6roO2FJXBkxkPfh+23V+dRzy87X+uZid8wP9leeby8GZ3ldZJ5c+yVR5n3LCqm8Z/90niUlMjFmbMoYoANRpXsRI3Ul5/tp6wNrcOAoWg9mf9NeZY5u8aXuk+HBAH/dthbU63W38ZcMpuzOIPmXsfiy7tfEmu6wezlDKWcWKWDRIcrO5e+5Frjv+pTtV029R9ATL/lkMnm4NGTBs8GsMi5L772W5DHNrOlOAwKyJExb53pn0pIKERXuZJChqKt3EM9oj6wQkjLZFx0u2vdsAPlzkHxf7k+ZksSV6SgKSX6CMDZPJm5IUYCw/Sa/4/z1vLskUQe4d0ZO2hJyilzVrT4DICysgrztdFSZZF5mNr9A/XEChbtuZ35W149h4vIXBPKF9Q7y/SjKBqOvPRam1zpXWDLBYce1uiS3/+b7cyqN822y32r+7/DGkyZ8f3a+IMqm3r23v3fvmc4nKEggfgR1+xkT78Xnzswdxynx1uPwdDXZODEKcs9kP4Zevn4ueWJc8Ci+lTXDWPrOF+dODRh7wwkYePEaSxZ/3TFcnQzVL2dMmXxnxhNnNoxsuppYbzoIVboXM8RMblRHGlRC3WiGTEsMeJjf3rXAxupEyMaD6WiowY939j+waYxdNqVkU+lzQURjlPxm13QzDRURX7T+RlCG14qd/B1yfQzJlVzj7tta052ToRFLt6BDjV+XLIzvK5druZM8uDXdXHwOzh0PnvdEdMaccs9vTtaEDjfu8XvKNPRlpm7PxJU/G59MMhfsfJijDLBlc/JQ9VA6UHLDnHCqTjJ9il1vOFHcdpNox0SKeWjQyL2TQDqm2yEnuUPrNu1+zieD1HvGTko8q/CmYbZc+d+Swbyh+visJ1WphN6jJ1HK7ERvTPhcblHdt9NIJkG978p9T+S3SYrm6Yed+zXhNADdTvkmlDlZvWmIdqGZWgYxjnKNP/mfufiU55ZT5+i2zUtgYt4AuefQe9wS9B435xFQGqrllOVSf0V0ukLey9CgVOvJxaksG0RpIHsChtUXs22jW5ck+2TQ7bzvWTNhgGgs2o2o0r2YoSoyOaChAt24UQNoyQBEMEtMdmq+csjOFExDlA0KuME5Az/ruu1OXqdvz3fcRVYo55zupOO1z7Fm8yHKsjpzw7V0llu9M9AQWVzorCm5cnE5Sz53brlddhrE1VUqeWBgwqRj75G7v+Bkhglfm/1HvKbbCq+sGcbQmevmAurUmm4uT2LwlwRzA01WrAZ7WbJz98gHzwA0IKtkQJ/+YjwsQu8zVJ7oTGFhGG1FFYnB1zOyoOyfybsR5EfVu1A/QIVJJ+OMdV38bK1AqcdMqA+z807qteAdyZY3uPdobDnIcYEbR9YfB/r93G/PEYbZJJ4JcrbeepR9btLEeeaSdeAhK2v23+RP7zNhwqx6KzttIFQMU//ZcgWFZOiZ6MfAtjV8hDrCE0meSbI6OYlsiHXikf2PFb925HjuiEI7TnXVMKpr5pTs2oYxDL9yozdPAMQYgZLFzsauk+F8i4zZyXoKom+S7i3Q4BCgU1GlezEjGpmAr/wSZYtJTx8rFUpn93xEB1Ckc2J7VL6xMkSH6l0XU6+HB31G2EACrJJZctzu+LLC63bIIlw3TYF7eXDNUDYL7jg06lpyyXe2N6XMMp0M6TIlQfot+RC4dHnjIiM/d2SYLZvzGgwGTl2d/k6V95hBHjeopWiSe7mpEpNNkc8uPJik64bYGk3mEZKJ+kaJwkLtIBVGtS9cuyBJ6xuQi+uEoP0WrTfODgaTup5tv2klhJp8Da3tJS2ttkzUbyDcBpPlM3mRlii+nWXL5PqdoLIjaecF34pzpNbcb1ppCpRj5cHKEjuWsBV1670YJo0zhJF4V0g2lzPWj6DHBCGfk6ebJs46Hj5OKyfiYDXX/9jUUScmULIPnfkW0wzo3ct9inqQupvf2OuOR+8xgbXtPkWfmdzzyk21V1Q+1ISdsa7n6tvsxVA9ZfsOT/lUHK7dXSCo0r2IoY+RIuIxnZNYPxEqJNHroQD/YIEZnNAubgUaC18jKdk4Lfb+Mtc5pdv0yi3dZFjsOd1k5565Sil3hFUhF8GnkPfQQrmWf6s8JwGZDTmQFG3oEaMwO9eSji9iUBQKty3U3ORN6N6o3cuTv2M2inOCiHqRuyzvcAdevBpL3/Gi8DpPRpb0Z3AAKgz3vDe2BGneXKBAgRBbrci2mchekjb9/gN5cnVKdB9UX0a0Y77+ivhOqL+cvDk5bZnINo+pJoJ+QuK55MjFyEAXGahPjFxeyxfXHwfuN3eda4+cvrjAO7PzlHiP+JacGQjW3jPvJDD5nvNIo9p4qg2K6QfTPKhwfzvpfNehdtXqu719kj2uAvGbUg6z6Ylgn6dQ/5aVmLB3cc/labm8k+vGibphTwyGZALCEymW7HQaN4nXy46rX5SM1mdIpis00RuoQ12EKt2LGUEHmP4WuQxzAy6iTLIxD4Q5nWs4D+mmaaLBgO+oCitfe0aWLINK7zx/Vy4ArBt5qcYoHtb53aS11ymQKdye6ChgJfH1w95Ol7GCsxvLAXJ3Ji5c0N7TCgRXBtxnxsVnXoez1tX6rurTnnzIhP544mM+mDyi171H9rGmXCIGG1zkiHdfMB2p4HryEK+PN8z6eNGEZfgdGiKMS+s2tm4QGdVQgUQ5wvsw3EAukK6Ye7n77fHpPAPZJF/JdyVRyqh0QMSabrsNJ6IUcG21JxfJ8YWjMHtkq9Nak/PIvBZ2M1d2Jshe1yvbAd1Xp9z+3MnHgLbMWs8tOCHgpCEeq3OdkY/LxBfmE8TTn5eGqlj6W6fOBdTr/klu273c+oaMrw1K8qdk8nxzplJGqX9uXFVZPYz+ravy8UkF2frt+67ttsD6TZ4vTvym87UvCzpXcqKPipf/EZooMKD7L9FJRQsEVboXM6EOMHdRkD7k8sqlNURYEhhoZEQz8oKZPomMouNkEqilZ6H0tqxU55r85Cy7PSWyAyA3IAs9K64qWL25e2yKf3ASHCR7Ol33yLDZf2LXdHPPNXaQYWu7RJZSmRra8M3Ow3Iv5zdDZCVky5tz17XjMLL56nGsMk7HZtJwedPR2J3cOVGS8JhJnRg3ci5YOjEUehzcAJVqY4VpoyZRAmHsedGhMKlsZH9D5BkcoFth3Lcl9YbJWTFdyz75Ppi8ggo8eY9UG06EUb8lfZwjpJ1Nvn+hdp/Ov+98ucYg7DHhhBHPNOSm68SB4BkRz4Tqr30KGaPcBN81mcYJmoOxKmfbyfJoL0zFXm/mpvGWkV0+MM2c6pJGsDfDERw5Z5cHuBMd1jfnThLOBVRWDGHw9LUZkQgDC0CM5TzXQfQ/2d9JvXfkJD9666enLnFtnHQs4q3/Sb8MT5zZwNynNptO3cuVBYd0QAPIBnpsWveHaFaeKtfpGO3oVkdJpCF3QLfPnnbytjsTqnMhBgdWkhDGKYN+yKx7uTG5dd1pckLpIa2XonO6rQGOM3NPCcbn4cvfTmtKTJPFnN89k0ZQd9O4RJik7SfquHfyIKfE8uWwZTOKQBrfPjIsVnlPYNzxfGmjNuzhnlGRDteZJBPESyKT4fnrcms90TZYRQVl8lYKN6mz+y6Zp7B9FU0iMBsz2fKlogjkc+Ihwhqdzz9YBw0x8Gbl9OTjESnYd9mVlOx3UGwATJVp33Muu8BzN3ZedB0PHsVEFx74TaWxfgeWF1Cv1VE+vIou8YysZ2Jg9R/2M0tltX7Hjq0MmPW1RFmhcrxWZVeZtI9S69+yEiOvOYaWUyITVYZXaa6779JOH1nngpvk2vnYej+zt59/yQvx/fieA2ehp8atMfdClWXocRClrIu8cmInLdN0hAwLgAV6W4oEcsZc0iknH1zIKjuX2A0L1TxqXGYyF5I/nY4yUD73gYfCQp2y3bHblkYEOhNGNnaQ5LHsGtvF3JOPG1HQYYVmcEMzqWSHk/nT614e/zxIeWKUUInWHWOlBuQWNYliQ5RZt49G4Y7sktYLkTs8XZY9UKOSeMsLYax/03BmsFF0AoIbu0iVWXgGKdTmaESZbHmSpQlkXlT2bmBTNosTlO1cDyg6SXnBQTMVJukrYPd9VF02tBVRsOxG9KypW5G4ldphRF6c14rIhT70bhjF3MnWZ+FDwWdkubSK6qTzDCLfg6T/tuqPvQlfesnj0Wfs69y7FvW5nudCehW4svnqhfFNziVlUJ4Ms5QGq7mjterk3jhW2bH9tX1PRBb591j3ykyWYcsJu12B9f1aQiQnoQrcy73H51ltFb181K6jrvzksbpU2UQc0USUnU7YpXQDqnQvdqSzjIGaQh4vRX10ZNjM36INzriBXiJDsIOmB0h0Oisg5IIjHWz6CE0iJG0dc2QYgPxOzmSjClbWvKWbG5Dl351k/VxwQJPFd42rDz6rssTSTXQsbFyyEGFeaRziYkDOvIs+k3kS7qzpZr5zYZWldZiADIH0vjxYV28fzsCBice9+5B7eczEQWRTIH6WholL1r9A2061L5yCQj0zO3/pRIHveTkyU1kV6CeoMOk3GFs++W1R7SQjp0BZp9qFUP9Jn9rglmmYMqm5hmAkkbLrqafCttfpk7wKDZE39V2J3oNnbCFKg2C7T/0O9mlE3aLX27pBKcxO8Y5l2qdcBt5f3XYXtzy0epYMYDRrSa/Xw0sHYvtrIGoiwT3+lTN1B+p1aFIn95s5RURSJ61yixh/APsbm/1X4NnhnG5jTxw4MicXIjvRLkGV7sVO0GqZ/JvplJNAydq/bB7BsHDn4x6vIWjwQ52PbSlhB4B245XPIz/7KTtP1Mk/u/M3wHseVDyWbsoaXMTSzYUFXAgLrTfLXvLN8vs8MXrsh0f8nY0vHTT6Gn/jypgrI5Au+0O+gRX4epGET+e1bn4yTfpeIgaGVHiMwloQVymgBYzae8JN7v6W1Hcuj1DeDbSdISWJtQBSg8GIAbt0OYfMei7LK6+EWulYa46bnnxtPpfOJK2oLQnkzfU7EuuRlX967jllNZbISr5vu/9z7y+okFGEJprJNIHrojXd/rFDTnbu9BHvMyGetbHeifNtEX2BU5/tNO79GHuSh0pjT05Y1FNFzycvIVtMm+6sG7fGTfY4KnQKjC0fO6lr1VO7vbDv2deWStzLqT4wV4b1LqwN5dLHEDoX3s7XloPKw86Hi1Nk0omQJziRnLTFueFcTKXqbFTpXuS435GgkaI6fnIwQHQgfMEFO0brd2gQKR0gUfIIGo9GkSqnXvfysqt8itZqA67Fg8rfo2Q7mx/Zbs5M5rn7LmgFZ58J1wlTE0lk3eDF8eJJR1pzhMrKbAZkvMNP7wUAHHri+fz1oopmmp4Ki8iTK4Z7n/FzVvlCfIO/2PDIdMaAX3LBWTe471zSdtqThp54ThQqmdi1n2v/sm1I8l2F6gQRjxzsGrruO+0JUVxoMAoEB42OQp+GB8KYdBSOl4d0Qq9QH02UaYhnI5XfZ/mSTkRJyglNEvj6FyKKuymVceSi65RHDu6ZORMTbhT/t8ttpBaTR0ZGjmTe1vNcXENBwJ3cxl7Tbbf7RD8QWlog27wv0M74lic469CZziowyefd/6Bu3cesB4Br+BE0dILrzismJoLoSUqfPEzbL9nzB5DtB9GFqNK92CkyM00nnaGIlcM38PR2jESaotaT4JoS421E7SwLGLrTbHNFMDOypsc6MiwbjbR0e86xzgZn0yZlezokehAcHhD6+gXfBIHXCp6x/ouUeKJRj7ZYe/Ly3mRowB8om5ssyy0tyOXNiyLq0GKei+TefMpYUUJrQUPvJfSs3VEtXU6BMhyvIecP6mIgX3v8Q4lPKrBh+bzfcOBx8M/TDrLbXF86ST9gfaOSASIVJlV47blPcX/J1NvsNWJPCHE9DJZJPXdDy+/EETwrp2hf2YL2wX6Xdr9pQK/BDbr3ZtPYu2cleRCyMFnM/Db+/pOoOwDhiUd51dn5OH2lK773/dQJRQ9EvhKjRoaeZYOZMsgi+QD7SDFbOYWRaTV2HfNavq3HFJJ5LpNcHq5m66l/1H3bcQBmzGD97bs3Lh9yYk6QLjQ5b6hJGftZtGBs0EGo0r3YsTt0ruMRD36IvIVKLv3dhTpG/neqoAZnxUG0VIGynUbUil9U6w7MtqdILd1JWBH3cu79+QY0Brl3Wyc7C2JQl/0Zcy0bzZ6ISMLFiisRKBhEpPFsfM9c0KnVp+yF2eG8B1+yNh/AfUdcXlw08v6EcX2PgbmP0mCVT8RmRrVRVDwmfeAbYa9GDA54XZyp84WUJiqMGORly/HlbyhLOpMfJ18I3/3aUSV1UdIPkW2dmwkz15L/HWpLzOw79r0Sqq91JnuJvBOaNeFN9G12upg9CIJQ7yqYJp/I7x1gPXfqrG/qnu1+jHzv1jv2WS+z6QJxgl4SWdfjaVohC+5lw7xnr7yGePe+D8S+1FPC5K+9YO53SMm2sd3R7ckQ4T15JzFC37JQZmdpR2jDWe8ECJEmSWfnF/oGRRN9oTYiaauscoh0wfpifzeSMUsX425zrCwuJJ0EEB6gEB9m+leh9SFMmOADDuVBFxPuHCW7yqYUtnTL7s+3phvUZmihWf0kOJuWVVaz79hYDa+9NslNE1RkpQpiklfyJzcRwQ3qhJNBXnmoDokbrGdjUJYqe9f5qWl+MMA8h/JQjSkw1Fn7K2yMNZf1FqCKsaIObFsDYwx6Jvux796fe2Vy8uC+/cRiw8kn7eRZRSMmrt0WJYVzZdrJmdVtpAwCkYq2w1SZwn6BTU+kJesN1UZKBrB2MmriV7LGmlIyxPdn8oP0gHJLl0enIxVsammNfRSmEwZ6MkzwebiKBtN+2Qkj07ivwKo4Hjdvdn2slZ3Tj1GyON5v4XroWFFFnkHWz+z1acLSDfBLXPxBc0isqyYkq7/S1Kk1277rgL8vg6AdB8LWX889hWTOZMr/NvB6M5D3bckBQy8zcJRjz/OiJmyMISax7HwzceeyZdpB0RGIRHnUCS8LALV0L3KkyhD5ETbiImuI65RbmbNmO5B36KMXDsicvIh0zuYbTSC4ti5bdm79deZvak035S5IweTJxSFnifO9B12c53n5rPLea9xEBDuRFA40bDwrVaj+CK6VLNfw+lSdlZ19N46XA/VtZcIDYhLRWWWEV7AME+6G9R49icHT17rxJCIW+a5DcbMXuNui2jx2Q0qmCO79iCYibUXFzP4TUACY9l58ikTEpIv4PYTCuD7KHuiT2QSeB1u+dZ14VfmugHj+xHcYtZGd9bd8wsCNJ7KsCvt2IqP835LGJaJvEKUhxwmZH6TbNOH26ijdcc/N2d8kwbuWV7AHiv1+uKO9Qt8N954tUaKU3NCr49ymud+Es5czvPA+G9nO4t59f7jnHSrDMy6a+Sl4pzFyp2GeJHa94JYQFBwjU8YEWftdsL3pQlTpXuyEZtWN88fc36HBj+fjKjww833A1IDISmPsWfA0nXGj231JVpcNDShaZunOyMmdWU2Fc+ukA4MXSgSv+6P9e5pKA/8kQNS1TCxm93JWUScVFSpjX+NPPCSi/vjznC3bXo89VbeK9gxuEjHs9xwrC6uQEgNO6jxuX1lU28C96iL9rWBQAIDo9biK7snLV66vbYhRVLnoUkuB5zNKAmQbtQnz90HVd0l9oMIEMsfujE61+Wx5UmWddJkMyBSQkwwzXOZ0WHg/FaIfNXaZblFO28/Fs5MVSJONZKj+xLdGlVVS2SKIzbO4cvJ/B78v67nW0/7SJxvxfmCX5VpBJd9Edd3o3I9E//etyTXGb1G3ixRslOaj7qzpZtz+A/n765zdfgdugtXrA/XaUsLJOsoncfNImwF/e+Xsyg+EDSl2Oq4vtcfajjyz9ccepywi93JVuhc7AhckJx71UfiUafF6cMkgJdCgiPJwxZHszhxc452jGWu6GbkSiLXbM2nClu60GDs8m2d6C55G2xrwGGeAIDxfMpulwNJDBbCWbkaplA6iZLuhBsr1xU/ekeUeX49xL0+iMHXCW3djLVghJZV7f6TizuQR0eEajzyiSRRuAGFf50SSTiBS4ezgJTLvwODeGdT58iL32wi019n8KZdmClLkwGCPSmd/o3YbRCqlhr5PgacWec5skXX2ltyGul9DyxRU8n2TgSErdiJXoMnO5cn8jl4HblxZ6DSe3yaQZyFrsqvckWv0BW2pPZFqCNlst13ZrtXW7+BzNDlhBl+6DuNv2OTI4uDzbHN/5glYth236mlCwbWU0/yjMZYAknsgni/1PQSy9JXhvkPjjqlzYgu0brZtsPPNy0FOSni+WzqOceNR3x1A6w7WOCXYTy8gBVyV7sWO0xAIOkZxmMn9k48nDeMHXKT7Vkg5YBoqelBpZeUty6JAw5yW45Mreyus4mU1slQ5cwVY8sz9SW+CRuTlGRCkWTheArQ4XlkDafMbqWUiRdVpKh4rztw1W8EJpOPe3dBZ69O/69O8e7lU4TWea3SkiOKYuslbbYVtSFFyTRnx7fvaI/ByB69LtJHAs2GfA/nIpPXW37ZQA2bxgN5bbiCM+Gbod2NgB86sNxTIF7oH9j6JQSP13OzfRfs4Ko6vT2AGyQAxAAZIN/TQjse8HOFvVeSm7iTif7Ln89rjFu/EiGGeoSUrWfdmk3Du5ZLlAjY+q2LSYfrcnTl8ChCbxnONe06+SSFiIsJL0PJNKd3Z3+5Gall5+J3Frd+59xggNFFAZUS8Q+/yhgLu5XXJ2n7nmxTsUM/tju+UZU8guXHSbtn2SqT6ggWqnS7Q21KkSF1gxBurhNZ0gAjzxrN+OA1ZQH4qXyoNJY87Ssv/bMHXI9r9NIFYu82GC9cGS6y6jruZT0bhOd05QgM1bgafcy/nshPVVUPXKbsYqur67oO5NLB11dwPzqUR1OOc/U457wdPmZS1zVtgOqDnMmTyiNmkTjLItOURKFpsPJ8sIZnINsf+acjwYNkSBZiw1JAySJVpSumL8F4glRPp5AoVL3AsE5lOEidkGabyovoce8CcFke8E0n77msrE0uoYC0nmZdULqsM16pLPC9xfxyQsYCiHj157RRL9O+2EhSqU/Z3Iv3Wsz/ZddTxzyQ30U0IY+x7tGEm3Z3n5p2csa6FjBGOQuteD3ocCtZ0B48587xHVyayiPC37qsrEkXe/k1OkrhtU84oQirq+W99buNBk43hhNnPsU6O/Wb/LluDL+pZNHNCvoNQpXuxEzrblsI36A51bp6xjWQA4jYgVt7kgEJSTkAecuDJdy7s7GeoXO/se/53zJpu3hXUiphzLxe6l1GzmwlUo27gTljk+onAAIqbQOB2L7fd38kfnrKLWHjyf1AJgnmiDn4AyoVza7pBDDRCeTH5eMMA/t6CA99MnoHnYyrE8XBCBTBa0Q88Hsr9Wew2n05qMmWGBvoJIeslYQ2k8+LiEXIw4eTjDd1HzP1SfYJn4J3qh8652f6+gl22ELo/st8xc7IG0rkTr4Hy0rDAyyDbfPceaS8RyPpNyfpeT5/u7JUiHHfnb9PwbX5OVqtP8pXFntPtGY+ws5z5PyklyGkPJCN133fCfV+SCVdb2Soy0SIl9ggxu0C7LRBYjN17MnH3wCn2oW/dUwZ711abTi5NkExS2gX5NhtO6mTs2JrwckybG884JQ2SjEu6ED0ybLFDNboG7ldPWgWo7ISjMCI/OmmogRd8vAHF3c2Hvj9nTQ410EqQupcb62HbnbYjaiaA2xytbD2zYPl09qwrY7YTLhnLJd2Ky+XBaluZMuz1XET5uf5WsqY7FCyt04J03jXCkg6lXifX588KRWfN1QknDTEY9yFR9LiOmCwyUQAi3g2A/q2rUKrNKNzP/9sONn9vGDMoCXby3LciafO4QS8XPw0WDJzZMEnbSISRG81ZbWhOWbMsYuLJD+JPrj8K5OW08W5p8X0FeT+Gzic0YUzlZbi+yC7OHcjSEwaBvBKk8Xz931zgnFDGb1VjCXQFwTTU84+cSDQA/UwT6vamlrPRfHIwIkR7hpmAbBJZspGynbRHmU8MB758DUAoVRHjD7dQ67d9nZDRV08lhgPAmZB2lifEyEiVQX3rgfpG4cuDtiwTv6ly7O+WMqSIJhGJZ0+115ZXoujYvAWCWroXOaHNpOYGPsJBhdi93B+PH3BZf0val2AaQ1oBY3afLIqre3oaPztqTiHLPDufi3Eaic5f0mHl4pTsgZbAnYsbuGbxdXqspTtj/cy+TonVkbPuULKF8iKsR250wcCkznf+7OZSJc80t8QdnJMlyjWc/igl7s3sGs5ZKssGMHjaWnoTQeKZ0oN+q85T78vkY1CyMtkF4gqfma9MsVIraByFEwZcfRO1t8x10uVXsokblac9IBT0V9JNPx2dO+iR5Xk4XisUk0743kKb0Bnvcw88C6LfJMn14UZmpff1QWwxnoEB927dTPLJqXeRQB1NBbj9VHS5VvxpOtxZO05hyRKe0Am8VHIjVXusZLyu/ZIqkysyaOl2FV6/izwd7N14cSYC9Sedp8gV3Djv3a/Y01k6cmXzoOqOIX4T5Xj3YpCu6Tb5s8bZ/QmA/FJAKx9S54itSB2MKt2LHacRBtHK0IMh8UBDPHAUxPPOFtoNGyNnkZl+u/GirmeRupfbCoB30wvr9mKODHOLcjO0mb2F+pR1L1kZStbzlGwAQgxc3T6Pb3BZRbRCzfiAV+DF9cDzjHzfjDdd9k8mns+9nAv2DeqZv+0NXch8SYWWFipqzXRM3Ew4KXKoY07kFljiG5Y18rZilHRSAabep/NREXlTcaTfhXMhtg8g/hY8d9EGaKHyYJgJYiqdp92nongeg6vBE+2co8gR2ZAbpIXKo/In4qXy+/paIntDyBDzHVHyhb7pNI1dBvM3F4d7Fwncmm6fhZQr1zvqptbsG74fyGHFyaThrKDkucpzidxw+9sydp7hb8VLwIpM6uCxZQD+STp7HFmQKKMN9+ydTD2/RWvwGZznISgb8HqY1CmFPhkj2JPm5PgpVHh3okr3Yic0sz8X6l6nBhqk23g2rWdgLhisOR+id2BJj37kZdsdn1V09r6kM5VOGQE5fC0mZ9Eu0xZw8igfr3vZzL/Dr9wIABjYtmb2QiaSo3QX6CwoGK/qtEziIrummxkTiCxd3ADeLkLaSXkT5HFc57J/O99t8j75F8oqw0V7Ac7Cwb1rUnlocJCWTVrou86UyQ2Y6WYkveAa3Rgrk6ds9jkIn4dkI6+wEkjnZZh4jnzpcxK0pb487bx9E5Hpc+IHfyIlEkQctj4L6xklg3dfECZOUEmmnqfJ/cPlR/blXLmSuhiaFKdo0KJOfm8+K2KaTF5unVnT7VeshOVmy5mmrYMiZd4Oz34300nZVnyfwkxsoOWmsesrv/mnCMp93HOdXWvPpU/wvXsD2WRE8nOaiefb+yZUz4W7l4d2PLf3N2AL9eSbLjOgjqK1syYt5G7xxloCKT1lYSGga7oXO0GrwezflHJub7DBlhEI4wYkdrl2g2+oAR410LEuizemsX7GKMRSAgM6akCf/sms3Wbdy42B0zL77mG20ezfvAy1DWMo9VeSC3PJbfdyoaU7aD3yutULB2+h+NS4lYwneM/kYJ0ZdMGgXuLW8Wdw3MszSSLDAXis5oIBHbmng6wDJ/PwDfZ94T6C37BfbmfPBum3EnQ3Dsjoi09WUmF5gbaFlUfSPvreX8Dznybi3vJjfDpK6F7JvgPhek4Nlu3B5pwQmSjCvGwZRHImWcv68qB7OVPPJBunejc6zYTVfXFE7a312+daLfzmgm7KuSKYDkO0ljxQTsF87VMoyKViMWMY0nJq3Ml7u/8nihUT3BmcUMJ9j4bTuX1rugHyuwnKZEz+hkNtkndtPx1sqDqYJOGOeM1lwAT7JnWoyZd0kt/zDSWTEVRblTGQGBjUhZOWCwG1dC9yxDNM5IBW+KEIBw3UANnYYdzgL/lJujr7GlSPjN5ZeytbrqEK4RtQcoO5BO4ap4wT9y1dD1UeqM7Fzd6bpeBzM8uuu5wTg4/vGZTlco1VKkWbdxjvuISVkQsDUJdaA+p1maKcLctXX6xBWfp30YGipAPPRCNvOVZxJ4NpJcEJM9a/nrxpWbnfgmfjU5gBticmo4tdiwOZ2QNzNp7Mcm+IMPK+Pe+B9pTyxWFkzl+k40jWQxJykhO9ofqSiCBYv+zdDDGJI2q7Yvr3QFpbuaLiG+I5kG2Lp1+1f0oV8Jh+kxGD7SsBOEdVketV898JKzo1wWHnaz3rQpZuUun2pGE/cU+dtZ/1tN/yHMQeP9hZUcML6j6531Qa6zdZj30wEyXe88tBPMdsllK5s1C7jAPRE0FO7MTSTY0rfemoGdHkT9swFPKQZcTuRlTpXuwUGQxR8Xwj62C/Kxw0A4TLm9XJ5S4THSP1G0QDCXvQQcjs7VyEWrenITaBMjiLNmm1APIu20m4rwVgGv7yWF8mIzsNk5dVV4LrnXwuUdzu7GWrLpA/AuHSMLv8kPXIRtIR+lznJNb+rHxgBuBWHA5DvA5eEWN+xz5br0CBMM4SBU/d45QKn/xA1CZznEWFd/0n6hU5CA7ISw36snGzgaJ9BIjnmwQ1Mmkb6lOMkU0Kk/n40vBWIsn9iCc0vTLMUi55L8/EIa5Qq4pC/bs3XqCNpsICrshkGrtxESna1DfAyCHJg5M1gbOoFirXcy2pht4xS2S7i0xXbivznnuuU8qkgdPe5bKwn1OkpdtWNoPL9uxd5YOW8lm8YzvQ3wMjI5nG+m2M/dtYS+gC98nI0nCaBK87fRJH2F5b6ahNAJ3dy6nnvUDdy7tG6f7Qhz6E0047Df39/RgdHSXj7NixAxdccAEGBgYwOTmJd77znTh48GAuzve//32ceeaZ6Ovrw6pVq/CBD3zA+Yhuv/12bNmyBb29vdiwYQM+9alPteq22g83Y+2NZ9iwoDWLGpDEDgZAxEsgrRe2OAUHhY7bH58+2q2Kyce75jWnfGYaNm7QRt23r2FjlPpSbw8mrzoFS37zhYRFgMnL0yGR0X3u5cyDN8x6Zm4SgsxGUsfIQuTpDGSWi7rlXp77FJh64VrJ6HvPR4kf5KZIPVssUdKgmPOpWdn4cun2iMmHW55AKZi5MoTtCSuQL1wWFt7okpGTyCxmIzzxOnqyHOKyJL9AO+auYyTSWYPgOqfscHiVS0PHscOcOLN9qMTSTbRjpNWc2OeC3IhSYhEv8m4kVcH5Lbn/7N8mqm8mi7EnpZz+3JoApby1Dbx55OQNxHH6KdFEk5Uvsb7WO56w80vXl2fGE8ZYsuWfvauQxmrd1m/ntuvuL9K7MRWILsd6cc7+F5JJDqtMp9oGLN3esa10LTqVxvkkY/t3p/LPhIaMVdxzIowkThsX8tSKGQ90OF2jdB88eBBveMMb8Fu/9Vvk9ampKZx//vnYs2cP7rzzTtx000344he/iHe/+91pnN27d+NVr3oVVq5cie985zu48cYbcf311+OGG25I4zz44IM477zzcMYZZ+Cee+7Be9/7Xrzzne/EF7/4xZbfY1sgzt6Tzo5LB01BRTwNCncs/sbRip+eMyn5wOMGOjP5NN4SBHeI9RTBrt3m3Mul6wBnqSwdYK/1TPSjPFxzLwiOGTNA+Nn5OheplTcNF5SRThoR9Sm2bsyNgvkEIks3+PcfYRml02T+9rk7EtENEz7XMDCJI55ReKBADQDIjNwwYgmBE1UyUOFEMUw9ouJyMlHtqaeNFbW71G+nWMPLElyTb5x4xnff0skK27JWcDmEdx3nNDFyJp634eoteX/uD8nGgdzkYY7QkXlJELW5ZKgf4Pr84D0Sj0VQV113ZaKcEHbbJtG6JZMKCYLdy00oD65cMk5WLtCTtDHyU5iALIyy5bXCM5MTYmbL7Jkde5TH+6zrRHyP0s/qrqHJL8nEiC2Ur00gxhGivXBs+M6XDxfci0gxp8aVAuMBOU71HBmWBsVMfHQRXbOR2vvf/34AwOc//3ny+i233IL7778fjzzyCFauXAkA+OhHP4orr7wSH/rQhzA8PIwvfOEL2L9/Pz7/+c+jVqth06ZN+PGPf4wbbrgB27dvhzEGn/rUp7B27Vp87GMfAwAcd9xxuOuuu3D99dfjkksumY9bnVdot45cjCQildgNk3QO2WuB/BxlzW50JNYcezBNDv6J+NRgi5PFLldq6g4NjH0dK2cF5XYvFw5yJ37tBTj85B5U141SEvsp6s7lxOcjcFZitpGOUVAFA0taKCrMcw9lnz/XLL413aziaGb+pFwDmSJFYzVOOS4Z50g5/kxnSRtCfI+56J7r0jaKHaswAwhOfqKdcK7b34OzppeWyXteedF7p551xPMxhvi8g/0HkSdzz1x+kslOyQZebt+R+Zm6UIbSzeWfexahfo+pK+Q30cQ13aDaGfKduS/IN8HNthm28kJYW900+Z8iS7CNr99kv/d8mf5JN2apTxELqVUuGcWeNGCsjNm2N58Vs8Gpd7KIkddWtux7tsqJ1f1zzMo59NJ12Pvdx9OTU3zxvcprkd3LQfwmZHR+24/WXu9v18nsZEHwbLQkG75epzvfx9xLgud7SfLNTgambuKecVrdsxY8P0YF3SY1VJE6l66xdIf45je/iU2bNqUKNwCcc845OHDgAO6+++40zplnnolarZaL8/jjj+Ohhx5K45x99tm5vM855xzcddddOHToUOtvZL6RWk2kVqQCA0K/NcT67bXk5fPlz6bM/OY2n5CU3YxGwSdboAzWDZELFw7UKssG0bdpmWz206aIO9dMUP5nkfXQXMfBhZOKQHhAb130pOOTiQaFzu7lmW/Gdy4t83xi3IbdOFy4rP1g82hVv0q1KemrYuqeZ5LNySsLuwZaXidkg2+hbNxEouRVOYoDVwiXQVhmeidvw2Unug/RWmJYcSj3W8JCGty4zVY8CLFpOQ39/JhlQ9587AKTIGvtJMDdD/G3sSMI3rWvXed25g70BSS+ftNbh5k87DpjJ59mmjq7fSaVB18aBt/9cH2VZLIiZoJDsr7ckiFV/Ioy+x3W1o9h7JITUB6oWpdDyimxuzkQN5az2gbxOCj2fVDfRvKzkTXd3u8rom+285VOLNpQE3o9+cnA4IaPrRontIEFo3Tv3LkTy5Yty4WNjY2hWq1i586dbJzkdyjO4cOH8dRTT5FlHzhwALt378791zWExlFUA59+cG48enDlZi7egTY4I2kJS63vKbI2DUSHZN2HaOfv2MbCGczZ1zN/MhZtZxYx+ZP0SGxua8Z3FqHBiOAdJXBKJTPZwCo0bbR0N7yRmj3ozP4tUQKJb9IJz0Xh0lKR6TzoyTxmwB1TL6kBQJqNsJ0B/JvJeNKxolLP2DuBQ/wdkoNod1nBKOWGSse1l9TzoeQLKYTpJWHnY9d1yYQIKRcR5i2fyIu475kNL6nyAn0mlze3bIjLO0lOhRVwLzdzgVa6sFi+SeM6t9zL+1uoJNjyC5qP4GaeWbi22BZV0m4UmeSUTJiH5Lci2euzWWyLbcxzit5ILRQh8NtW+lmLsf3bvkd5/1Pn1jzbirtvHCreAM7XV9ODTnYD1Vyc8P2Gx+zW9WTShhiPOi7nZLsfFKkraavSfe2118LMVnDuv7vuukucH/Wh1K2jHuw4VEcgiZPlwx/+MEZGRtL/1qxZI5a53YhmUJ0wMxsU+FC8A0JCGMmgLvee4B/EpO/NLofqwLJFcB29p5OTHlURk6c9iWAjUT4Ja1JrYTo56dE11DX7EUWv6Wa+bYESKB6YhCal7OgCF9K67V6eTeIbcImeT+ZvSS8gerb2H1ZRBfdSkBJqZ6I2RBO0WaTFNptPrCIsnoh0gyRLJchHLVESyDKMGzW5bYFlmC+b+Dv2+3PKo/qr/O/UghbaATzBY1mn09EyiCaiCIL9dnLPIUt3+m3639lMM0h8HwFRc7cnc4KS15VcJtbfIku3JURo8lHyrZDvxZOGa4t8bvpcO+b7TlgrKJ8kjeJseuWR31n73mytOzI551bvKMRWOqar9OLpkkmjjW/pBesx6ClfuoltKI7zTmczptzEY702Enr49jMq7y6krWu63/GOd+BNb3qTN866detEeS1fvhzf/va3c2HPPPMMDh06lFquly9fnlq0E3bt2gUAwTg9PT2YmJggy37Pe96D7du3p793797dPYq3ZECR/TeXlvhbOkiUDEhgf3juDKSz7oyaPXTihOSh5fYODjiM8XckoY6TUgKTvxmLNriNeKSD+gaIcmE2BtxRPd61cY24kSMQTn4PTPpAMm8PWci9PJPE0yGZcgl1TBFpmPieCUcmRS6+s+Gsb725jeQYs5JxLRjOiMYOo+Jl8guVKVGYA+HGEJvxepfHZL6HBPusZFY2KjvrvYrTMeKVSv413aEMbIQTvib0Xqg40v4qgRucszLl6314Z99Z7PY8uA6bQbhUKH/8mJGlTScpkA+TPBvPulX50iM6mrdcTx6iPsmAblNmcXYvT7DdwMlZKOu7LuBxQW2u57S9nvpd5wwQkoddssYZvsnJhjdSC11n3MfZ6JI6l/9tQmM7TobAxJ/Xs0Jq6RbI5XvHbHLfeItcZkC0JU6bmqzpdmcy7fosnqhdALRV6Z6cnMTk5GRT8tq2bRs+9KEP4YknnsCKFSsAzGyuVqvVsGXLljTOe9/7Xhw8eBDVajWNs3LlylS537ZtG/7xH/8xl/ctt9yCrVu3olKpkGXXarXcOvGuguicgsqvZ4AkVmSC8YiBtNMxMvkkMEcoFHJDpQYdkkYz0Fi4DWT+b68SxB0Z1kOnabYrOVlGtcxccOsPpbCl+JRKdp2z4MgwVibfs/EpSrP/Sgfdgmv5iEw8RrF10nAKi0CR4bIPyieJm6kDwbhZpTsNlilHhcvkxs5wwxt6Nlb7K1NqGy8r/R1SJLLpKO8MSlGRLtsgiFoO4IkTysc9F1e6twfRLwFBy2o6X+Lz4En6X+b0iVzc3LtI+m1CzKB7eVKmYDd0Sb3zDPjFabJWyGwaz+S1sb3kRMqkLZbnuTO7lxu7bpTquZ9JnNwEjaTf8UxesLdG1dMERjHMb47HjBscrw6m/KScRoYZIUu3YxC2Arg15YFxlqMge9atuzIJNjBzyoB/Qopzi8/+bclFnqtO/Q5lzGFPvswIIUgX0ccAczfimwjoYrpmTfeOHTvwve99Dzt27MDU1BS+973v4Xvf+x6ef/55AMDZZ5+N448/Hpdffjnuuece/Ou//iuuueYavPWtb8Xw8DAA4LLLLkOtVsOVV16J++67D1/60pdw3XXXpTuXA8DVV1+Nhx9+GNu3b8cPf/hDfPazn8VnPvMZXHPNNW2795YiXtcqGwwVcV3zDl69s4eMXLOkjZDdiYfuWdSpWWVLZ3SdvAWDRS4rdsM0xgJOPl9xcV6GzlyHyooh9G9ZSUcIDVxDHVYWboBLDER98aUu74XnKnzpSvYokWC6zg/SfQNXrl6IFXgiKeteTsjAKrVymXyDCxbq9VNJ2TXLgYGtZFDKyJMm9S6pcNPSYrgZi+SlZg2o706wbMVQ75p65r46Ie17Yl2FJTLY8aeJspJ3QN6jZwDtnXywwqQWa18+VN1K6oXQvZzsSzwu9HN5WWJJBtO+9px7j773C7jPVWIlcybV/UkK7ZsQKpeNY/0ULM3x7zHDPHsJtrehp36ylmUpja7pFubnruG2I2TzKLhU0LnOyyB+bL62Ic0jfkwpOTGAaiNMzohtXU/XdLv9hndzvmkmzgKha44M+5M/+RP81V/9Vfr75JNPBgDcdttteNnLXoZyuYybb74Zb3vb23D66aejr68Pl112Ga6//vo0zcjICG699Va8/e1vx9atWzE2Nobt27fnXMPXr1+Pr3zlK/jd3/1d/Nmf/RlWrlyJj3/84wvyuDAg3JH4jugJD/T4AaF83Z+nE2fkSqGsF0bYedp5O4OOfEPtd2Oq53/X3dlw9rcPRrnON3KZCy1sxAZOXY2BU1ez10OTMbblKeyGa+XFleGJL7YOxg6kfIrG7HXJmu6ZI8OYLHzrxbnnKjkyTDJAZcMNEQbyfUeVJzzGSToxKNrdXfRQApelVmpfmaT8gbRSRQV0W8havEhrKBEknLgiHzH5Xklx8vgURI8Mc3iUEkE/J94R3J4AFr4TJw5lDafumfROIMII5dxpKyV7Mjh95Nzv+jRkFOmnnEF8OIn7nBssVzq2iJTNGIM65cVVZB2yZNLHTuJb002Me1rrURfarbzA3joGgWURMpG8t20MOSkWJaedzi6PWnttxWOLiV2bHRrj5OQJeNsYk8unTk0QtbJKzTNdo3R//vOfZ8/oTli7di3+6Z/+yRtn8+bNuOOOO7xxzjzzTHz3u9+NFbE7IZUhIl5o8OodNMkGrfRsrp2V9SV6P3qPTDaiAYWdJtwwGwN+3RVZhrx14ZRrcnAMzMuabpbYwXQR12yRRZvp+FIdR66k5eLnsnLDYvLMyccpf16LaVipNNxzYGWh/6aVNiYLkZsZ8eyErn75S8YNS9sZrv4wmfnaNp9MVNmegb4pUe7lRDFSZV5iCXOCMs8/HUzOhlGWDulEh3TWlpjwlZwPLdqJ2lN35lwzyZfmZmU3sZT1mHLjFkwOxA6AvWfmBizdcy7t9Jph3+/ZQP/vLIy1NT9JaF/PvoO5ryMkm0jxs19P7reVXrqxFaWQ+sYwbJuS/1t02kuBZy9SbKzvr57T4uxyAr8bhbGmBn/bxg87T8+40j2mjBWOldUpoii+PGbl7Nu0DPvvfxK1jWMz4bGeQlwbS3kSerxUkjPkyQlC394WhIfqQqJrlG6lRZBtOTXIcDvqXKNCDVCowSr50XkGN77BlNNWMh2lwGolcdl0jxDLRijYuzidoLyhYTdSyzRy2XMz52NNNwuj4DIeUd61j6Jd2wNlO2VwZXFhdpTICQ3SVXeW2sZxHPjpL2Zc9Q8z5iFf3lKXdCoOmykTibKeR6yhl7q++b4urzJK3RznAhsaDHNtEWcZpuT23S/VTEmV2pB1OdsWZycj2fdqgKm89IZbtuKVxeT+yf1NeWQUVUIl7ahvRcc0sQkR1X9R+Rtm0BjsC+21o3QckkA6nzJNLmOg9gexnwX1cJzJB1rcPE7HmrsUrTDbvw3oibps3bfKNb5vAfDoa9a4KJvFdHohnyh2+YCVhhzWAP5v0p5A48oJyWIMcq1awLJcjx0XhcSxn11ojbdgssQYoG7VH/9jYcrweh4EMrXWouesvTlHSaqByotVqpYx8asn0dG4teIer8OU2L06knsKTT4yMrZ1vNpCVOle7IQGdd6BhzRM+LGG4lEdo6SjLKpUOEq2RzZpvvaMq32Zs7ZRSJTMbBsb22g2E2qCRmitdTqBWDdywZpbMg/qd5Kfs5u2W7b39XE7zAMYveAYHHziOVRXj+D5Ox8m5fV2WhJPAC5+rGIu+LbTztP3HuyxgOR+fOWS7RbT4SdXCSsrm38uXUCG7A/fexO3k+7f8iUzxlreQstjSia1VKQIXZVjJ6By5VJJCygpeT2BytwesFIDRCozOnleKfK4qvvWMlLlMZATINTEC7mRGhFGxQtMeM9EsZ+7XLEg8wWYdfWBaW17YM+125k67Z6M4pGJwxkTZPveeloO6+0maW+Nsda8NrJjlpVC9Gl56mzBNdUcpUH/hsTlIfu63wqdnaDgDdTUzuIR9ziXyH/J180W2RPIacIYhTp6YoWJkj0Jgfr+ucnn7MQf0c4aA7pOLVBLd9dspKa0hvx3YnL/eCLOBhGdY9DNjk8bLte4jY6kPfFZTUPhubI9A4yCe204CmWMpZuyKNlZ+NaPzyPO7rKAv6EXWnKzzy9nPc49j7C25DtbWeS6GsjfueRzWa+UUVs7OhNHYjW2hOKVSi4rwSCf61AjlAbRLvJUmGBAIMtn9l/btQ1EOJkVU7jIss/n68tH7L5fMIzdG4Aqt0yZSIm8g/dtZssu8L5ESgoTz6dUMbs7u0FMO0EpReRzyIeRmxNJ2hfpsyMs2NTOzLkBdXI9F83t/0g5BK/K39YLG9fA5Giwv7GL4upMAte/2++TsEhHGQoo4ax8ebf17N/5iyJZ2PbNEouaYEoD6CxCjL1xEyqrhjF28fHs9eoRoxh97bH54hx38ias6a5bv8WDu/zPUt/caUemXPK+9yJHm7mZcHKZcJzYNd0SeYh0ieel3Qblx9Ke9nMBoJbuxQ65ptvtBIspyb54VFJBWkcJF3yNReN4ynZ3ahTO4js9pUAODonlMqtzE43mwAtX4ZeP7kbtKPoM+qZBWsQ80aXu5bn75s4tZ+IX7ENmItmWbiKeryMTHAs0UxQ3EPIkktQLaV5UPlxnmOojkeVkPQeod0Ia4ShlJfN9UvKl+Qnko+oJ9y2zyoVfRjstqXuI21giIzZepu5GPIvQ5l1zHix0lq4sVLkBWdi87H6BihLOR3o0pmPhJZTu4JpumPwmQ9R7Y0QmFeeAMp0SerdUGWDa6wgljrfEeeRjI3kuGzoPx9ppP2eujQPgXQ+c+02k8axfFcwHu3lwCrTvO2HXdMePjbweQQWV8NraUdQuG/VfX0tcL7qmPCt3yWov6nXrdz5pVplOolOUB6sYfd1xKNV6Zovkvw3xkbO+1yUagwricJPm1GaLgkNYcm0L5XLOtnF0eLejSvdiRzIwBMKDIXKQSA0iPAMLcjY3H8/VucMfr8waHk7onWSUNO6ULKHZdx8ipdvjSgqg98gJTP7GVsJtq8mErD7ONDF/8xKra5218BsyvqTcbPn2WnTx+nCybE9Ebsdxn5ty5Np20SyyeHQIfm0bM+ZwBsOOfAEBybZnNkjyjtN3yJVJtFm59Fw4HQwDeuwTUqZ9clBlEc8w+6y9a+Wp/MjNtoikYs8mmXLFKo65/So8+Xjqh1sY8YP6VuxnG3IvZ+45eFQXh1Axpes/kV/2GROWbid/6pvh5Epg1yL7+3gRzjcteD6OS7qwLC5Lqx6k9+u0h0xDyMZBTjZ2+YJPfk6Jkyg2MW0xW3Ce8kgvpp7dj9Jwg+OOkGW74HFflOV15Pyjse/en2PwpevEZfQemTFmeJ+1b1KHGcMV+Ta4YiTeoEJPLF+6Oql05/OoE2N/dp15F6JK9yInaF2mBgup4kxm6M8vIaSkpB1WoDONVRjYgbB/kGYMUXYWcePu/01a67ismIaLPf+RGRD1jPQGSmoC1GDW19D7Bl5c55WbUc0kZy2YknohDXPfhbdDkq5X8q2DZjDMGeCsot/IxFWEcipxL59rbjJxi6zp9uHkR9VH+TPhLBjOgDxbfrKza8jUHap/lJUzvRSuvL717c4y+9CabrKvIIt149FCeNIG5ChSHheHapMFlu6gEmwgPobNm09CaFPD5HGGLOLUe6R+E2HeSXB7pjKV21cOUwcC71/iNecU45FdOqlOusn6JkizdbzOxAGx5tguy5ZF1F4H3hdXTl60HK67N51s7A0nYM+/P+o9ZlRESMee/V139mDJ/GmM/5ubTdp3/FL0Hb+UjxccsHFtPdznlG4mxu795xYoGYKKlkkwfULG0l2nNgmU1B/SvZyRUTIR0IUsUAO+Ikay9okJo3ZSpI3aVNpsSmKwzlkLJAMBr5xspHA6YiwQzjfyOhU/QllxyPRC7XTXka71J+M7F+nGOD/wnabjc/kkFLYyMXG5ooUdCnvMl28gF6moSzaq4r0LyMh0JgXd28nJJalSRVrnBN+TNH9OFm985t0Lz98Orn/zyWWHidzLDRHmK0Paf7g/yMkDiVXXaguDG8tJ6qin//KOnIgB6dxmgp7y7Lg+ym4dIBUoaqKNuscesuO2BMv+GY7jKhZCC62k/oRkk7hj+yZOiiBRHuzfSX3w1Wc7X89SHJaMEpcvR5BWosxH0jPWh5FzjkLPWF+DOcks20FPPs47kM+SFYHFOyHFasPyPNhi5yKmu8l7+gG226KekdRjL0k25ZbPLVHIG48KbhbQgajSvdihZpXJgUcgLdnJe8LIweRcELXxh4Hxdtj8WlImQShYMhhIYL2DAoMF36y/75k6cZk4AffyeSNWwfU15oLnUZ+mw3NiUO7EokEIFSZQsLJwZ6nbeCyRHNGW/UYGXoHvOBvAK7vE3xIFKViwlTfVvmWTc54jITEESnw+OBzO6T05gQDSbdSQz5BIa3gZxTthByY1vGfWSycKiN223R2Vw3kXnHsl66fPQpgMEEMTUsYYxtKdj0PKmZtgdNMlQoU8INK/iJ2J3fE+MXiPci8X7q4c2zbZeRhLLsF6ZmOM1U/QioBXBmFbTa6J9k2i2jCu4oWMCxIlLrftQD5SabBqyVbQvbsoUsv6645Hdd0oxt98Ih0hp+CFCrEvE15L/iKINoNLxGfilBZj6fbUSdGYxXdCg4/EGOKdgJj9V+AW342oe/liRzJoBhq0chCXQ2kFG0mwO6pKZHKiBAaAxsQ3MGRBdrm+6yaVjVwCKrGW8r5J8ws1tqTOhk3j8/fGuklTLp5O/GyR/gEpVXYSZ85TklAqJING6avwvePMulavFTwULulw2fsgLkSWT59nLcjPJ4pHa23eRmpUwUQ6+++IHcODzzfa0m0NthjXXjI7atkC2VcQMlDPQniiQfAsa4QUN1/HZiGduPENfn27l9uQLvuUXMi35cF1km68NIza0Ty3SdJcv5ODWq/sHbznk9cFfbqTB6tgWnmUeDnSHZPtdsauk4X6x0yO9rfEWrpzgqb/5LtqT5vMPUiqztsEjQCCNABGLzwWU88dQHXlsCVbOLuWwi2hm+zH+Bs2pb8l50TP/W6SbL7JNK5Mp55n87MLiBDU9w1yVYdqc5jrLOkEYTYh8yxyE2fhrLsFVboXOWH3UM+AJTQYogZSZBlEWsZlztlRVdJPSuII3NE4S9hMGsnOkVTH7xm0pLLRWYuUkayhu1H3uUaQ1oHkUhH38txgjdtILYPEbVWYzmeRcs47tuN7b9VzMaN0554Dq9xmfwjLyJZFhlMFMb+5gaTPBIB8G+W1RJLvhYjPPR/2+/Yrbfz4VjDwzUaRPEs7jBuc+QTLEjMBQe5eTggmNxcT0YiwMpXWkz2Xj2CnXXGb4KuyPiuQ05/5z7BlISZect8JES/9i5qIoiZAfc9YsF6ZVyw8ip8BeW+uwB6liZJLkMbb50gG/UUUXda93CMKO3khqDceUXhtyw3qPWYyXFYbkM6bVNeOomeyH5Xlg7PpGnj3vjY4i2/8KKw71JLOKHJjW2bCSPIQU4O12yeUhqqYfu4g+Q0mHjKSyTl2PNflqNK92KFm7KnvWvh9k40C2f9Rg6LsR8aVa32sAuWFtWJzG5dQH7jh859Jw10IPDjfwMajTAC2ksCI1SnndFNKVvZcbd8AwrG4hMurT2X8y2PWHfnqGyePL1vR+mqPTL5174wHhGhX+5xlnC8+RHDtbDY4SnEPDAIKWnZnymMGuKHviXsVXBvEKSCSdiptd2WCFDrP2xjZPSVB5JnSrsy0SzNVhFRmiQKVry+hfNivinpn4vcyCzVpm7Fo5sKy1qMpYkCajZvdn4MakFLPM7SXRvJn7EZq3Dpp3zcktHRTk0renfZh3VPJMLJaaez345WdKZ3d/CyjYFjtm2iM5GsvxMeTCuIIxhCiSVmGlutKlmw9k/2yZD0lTP7/ThHlGbwJ4eOR7uPizTtiKEPDbdAWKRth6U6e2+gFx+K52x7E0MvXE+mIMrjnTX3DCwBd073YoT62kCWPHFwxnYedNiFkdWCODAt22BSSQZOgk/Z1hOxGD7HykgNRtjcMZ5wRq/8FKwAAlRVDASFaQKheRAwGRIOA7Jpu1rIoGMxT6ai/GSWRXLPpK8fGu+6dloncZdpXZlZeLkrEuuXoc7rJ71OQTiALiNcicS+X7PwdCo4exIYG4z75qfpHKn35tNzOvaTVv5F9CELvmLKuJkGSM+2llqNAPtIJA8k+IZIN4MgzbMn2hSwCQMbVM1QHUlMUUS8E6zVzWXHr1gtYDJ1xhMTC5eubnevMpIRdbBFPsNxaeHtQwMhGvnMrDnt8YTbc/h3+Tgop0II0A6etAcoGQy9bF59/I8yKNn7ZiejfuhID29Y2nqV9uyGFr0hfXlSJ9JQlmuAQrB2X1BHfsYjVVcOY+NWT3KUHWQF8Yw5yTffC0brV0r3YMe4PcqMVapARskAkf1IDOGIwILKa2XmFLGIAPbWUdc21ktYlbnA2XJvgXaxK5CmxzFHhnGiZxqq6ZgQTV56M8nwcEWYTsq5YN5DfjMmTF0N2EkS0pttTpdML1JIHVshZYjYPo6J5lW5Bvchkzk5ySAYNnLyUouoMBv3lkBZP7rpPVlJZkXxPs+1P7JruJO+YyQQ7fjYOZZWU1jVpGEXJpEeY+Z6b+EzpkIJNxSPDPM831GySWUvqueweRZah4ERDPu/UO0da39OEiZxW3rDbj7oblsQjFEHfcZ1zzavhojjX5uL4X55E5yYynfu7ZB2xlVRtZxxgy5H5W7hBV8+SfvQevwTlQc/u2Pb9Vcpz2abv3E7iG2vQ45NCBmlfP5vGCWczdPoRGHzxGneSuUW6UnmsF1PP7Efv0TPnYFdXDaO6ilLyCmA9yHroJmafYfWIURx+ai+9TwNgPUd/nqX+yqwolodHs5YIBiagghCTRTJjCKWsW+kIhX4B6dyqdC926Nl44m+hFSkUz01AX093gLU6ccngyltWJohdW01NPjMWoSB2axGSn3r2rHu5Jx+m/MqSASZia6EmcrzyS9c/cQ191v2JVX6IdD5FNt2wiLjeiHXXh8fKl++QGeUtJwudlRFZVbg6KFTE7LihTj6k1BDppQqqbCO1gKIlCI99lnJluoDyS+WXa7Otdor8NqS7lxNpqdcpvDduw0O2/Ta0XNQEs7d8X/sbO1HFpKPOsOXbF2bkySnJQK79IDdcS8iewTtFdYBWOm7duncimElj18m8SZ3Jy5Ytc4V9NQFFIzsBEuq307IMRs8/hiuQLlaiOPnavyJrujmru6gbkvVVtFdXa7Sl8TediAMPPoO+Y5u/trxsH2PGOVtUSqgfmkZlxcy68MHT16LUX2HXu5MbBM5Sqs5MxIxeeCye+/rDGL2QrlOyyRgPomWbs39bhimyLOEwpve4Jdj/n0+i76Tl+TKoPKg13QvIv1yV7sUOOTghR7RuPMoCQI7LaKXXC+ViQgymYt2lyHV6djnMGjlHCRcQ7LwJRcq+KDtXmI7TrhnCwTOOwPNffxj9W1bOBFCDfWoQn0TxNMqi88aznQXnCipQ0rLVpW4HEvGcvyWbmnlgd2oH6HWYnjLZjk4gDHkMFCBUSDKdOEVo4k/sXk6JIlSiAM+kgHHDuHJz3yQTnV1xEGqLifKotEQ836SoKRlnLEYeX5bbg8Gw4oUt2LOUiGdFVXfJDt+h37YMEe8mODHNIbF0ZyDXdAvKEbuXJ9EIl2jRhJXkXUuUxWAeVBq/sijyhvHej8m/e1tW6dIKqlhCnr4Tl+PwL/aiumaELs/T5qW7sTsFMX9zcWzZ7PFO34x6IOpvOVpl6R6son/zsqbmOXHlyZjeewg9o5YnIPMsJy5/Afbe8wQGXrwaAFCq9WDwxWv4AohJnaFXbMC++3alefQeM+nfpE7yjn1w+z9Q+fryn/ZcIxg572gMvWw9yrNHzEWPpReOzq1K96JHaO0LGg5iI4Y+NOlMmmDdR3DTNq4cp5OOb+Wqq4Zx4IFfwMzOZDodW2AwASBOWbFpk9Y9cOpq1NaNoiexrBOdu3djEek1ATL3cmKQmo9MyxNKF7u+2sa3kRrrxsYofuxGagJZJJbuwKPg3BRDSkbYMuQpWPI9UQqpVHGUhkcrBcYNkypI6eNooI5Ryjl5pjTxI+AxQN3aXHRjR2O+PY+yB8Ez4qDeE9UWRSvwgg6G3MfEpP+wLTm3/wmsbydR1ioBLaqUVqC8tJSlLqDIisjdrpFZ1H19s31NsMmpMVYes8+qum4UBx/6ZbofSiGIxzByzpHiNM7Z2L09dL4i7wv/dwMA428+Cc/f+TCGXrZenm+HURqsYvr5g+g9bok4DecFyLWjPRP9GH7lxgih3O9n4JSVGDhlpTwPyiBm5emDm8Piy2DyibR0m5JJFW4AMLWM6inJYwH5l6vSvcgJWqGTv0NupNRgxGslJ8qgBfSXmb0s2CSCC6N3g7XiC6xYNiPnHIU9k4+hbxMzK2vnE1o/mA2XrOluU4dpSgaV5ZkN26iBuM+K67sWaQli4wu9Mux0TdmxW1Kmnd5+DD304NkwHgSyNa1MeFHX8JxcEmWTyKOhjdRcYdPNwzzWpZCLdO53zH3ZMuXqo7xeieKF2j3jCQu4KvvK5dzBHYQWZHJyyWk3LZmofqHo5BJVh6hjzHzp0q7QI4N3IBtOR9ZZymW6h/aQqR09gcNP7kHtiFG5rLaUBdaceifduO1VnP4il6GVB/Ncs/fgrEWeuTb62mNx6NHdqM4+k0IIvuHq6tnJ+Vp5NombZvhVG7HvP5/EwItWJxlb5bA/Mkc12bIRsqwcwvivbHIvFKFNutL4ZSdi73cew8Cpq8ORQzRpDOVzLxcjHTdzZFy360Q4kGnbjNtJVteM4OAjz6I/cRMvJATQM9aHwZeuQ3mgIp8cXiCo0r3YkSoQwsGIeAAXGrlLZ9Il3yujyPKWA0YuQVkD29ZgzzcfSWdYS/0VDJ2xLlNuIAPy+TFxQxalDkI8kZNE8XQu3k3WgoUHwp36Rk0QUHkxf3Mu9GIrpMcqxVm6I8NFEwMx3hZWmCHfN6dUB9oZSlEkos15ILjx0jKt89PZc7oDs/rsq4yxaNvxJUoamyeVn3HDEgWyRLSFhBJjmOUMDkFlmpAlfa/++sQtD/JuzpUopaw82bLcIHJHc4m7MWm1p0UEsvtjGTeOT/9NXD1Dmxom1TindM9FGHvtcajX63Rap1CrHCI/fjGs/TtfD2jlJNAXG+LeQwV7jtNM52mqPahtGM/HEypM6fFVgk84ODmPmdNHfBZ32eZ+TqJwmkZok4WyZ6Q3zgrtITnLu6kUfC6NK6h0X1YeqQE9pZm15bPtyOBpa/H8HQ+hb9PSNN7Yr2zC9N5DtJt4JIMvipgQWTiGblW6Fz3UeDfovsgr2NJGITjQpzp1Y4j8536zx3ZR0T1yUpuDGrJsl4FTV6OyYgi19WMBAZir5KCTGeA1ayfL+YAYFHkt9b5nHdnSB9fqZv/krLTZSZrQWlSu7NwFTlorGqdAw1aCwoNOyXPgC2OCKUWVVU4jnkU229Ckne8dMINKUzJzG0YlSN3Y7V+cBwzzN7vcQWJd5ySTWo1DzyjrDWATsHTPTa6EyuDlo+olvdY9kD/hysm/nGw2RFnUBCDjZZLPjCyAj59uiCaMb6ULeh0kkw8e2aXryVn3Up/OLVKg89dE5fiz4MNFiroFMVlnM37ZiTi08/m5tbmCvO3JeRGeZ8KWaE9WzdOhwX2bl2Hf93/uX6/cYUxedQoOP7XXM5YrTqmvUiyh1yskZiM1qx6US1j2jhfldv4fOHUVauvHcmef227i84VobN8lqNK92KGsTOLN0CgFkUgbHBBSHxS34UO+0THU4MoVVCTnXD7CdWQEpWoZvRvH+QjBcT3xnDljac4dlhtEBsprB4msPiXHNyCKdbHKVRlGQQrlFxivUxvgAfCs6RaUCQTWdDMVI7fjeVYWbvKGE0wgh2Q5BOUtYDzx7TDRiBr0t8NFJ6yCvKU7kFcjkwyEkinJ2x/P8PlRCLwVgBjFvkg8T5tAfEOeudeZfiGna0asP5Sub2dctHNxQhNSjqmbL89vdSY2YCPjzWbVM3dklTdfX37sbth8f1xnrGyioy9jsGTixuuVFUOorh1xd6v2ZU1N1lnYx1cV6YMLKRmS9xWTpokMv3IjakdNoLZ2ZF7KawY9E/3omegPR4xg+OwjMfXcgeLWc2YsMxMQ8S6pJiZzlN1MdgaVpYHTbhrYYDCKhaNzq9K92KHPKiY6QXL9NplhfBjxQZFHURpYjQ4jg6B4SQcVOk+0JZBFsKP6ub+tgWnficuw7we7MODbTbNdJPWMcoe04jh/O3ElMyHMoI4cFAuedag+Z/+UbOLmwzcglbiLZ/9klHGJdUu0I3qImDw45UTa9hgiLFRmaPAfk5edB1N/8roy8U6k7p/SCQfCMk0r0yFF0+TlzCJVoojPmIxOTobwbbOzGRe5uzcnE3Hf1ASEyNItbycA8DsLc2Fpstl01PptIn/Ovdwtk7/ExaHOBXd++rpVZyKCW4ss7y+4cFMyGH/jZjpuE5XUvs3LcOBnz6CycigceRaRsud7BrNUVg3j0GO759bgeo0Y9L0lZ0Y3gukp+Y0Ri4S5tdBC7FdCtEV9Jy7Dvnt/jsHT10bk25yxbO9RE9i7YmhuF/5WoZZuZcFAfXuU9TsUjxjk0mvDiDDS0C2wdNu/uQ+T6FgKnXfoa6ekjUIoHvX8JC7K1v0Mn30khs7akJ7/2FGE7gu2ImjFa9Lu5aFd+mcC3AtRFvJG3cs9653ZNbacos/NSks6YNYlWqhgwfPNBZVdf77itNliyHXMxLfny9+ntM5kQodLnqVPjlBZoQkHQVpyT4XQ7uXJ3yEruSceLUv4XQSVMiINBTmfR8guUrpzR1AxymMuCrOBZ4h0TXc2Myr/2Syzsvv6I19XJTl6yE4/LdG6I2Tg8rDyKw9UZkttgqLhWe7DUTtqAhNXnuweReWhsmQAY5ccj9JgTV4Q8QzGXn8Cpn6xFz3LZi2rXP/mofeoCezfOI7qulG5LLMsJLfgToCaIB9+1ZHoP3klepYIJmpm27L+E5fj+TsfRmX1cCBBQJ6eEiZ+9aSG8hCxgKqRKt2LHekGUUFriHGDfGWElGXGOFG3Fc2Q8j4nmiUTEzebj2Qg12wilA6fe7kxZu6Ysg5jzljlUbZ8jzp7rxLvJua9kUqoaL0tMcBjy4hUyITyAMgNAHOxODfpMvO8Y59h9m/RjtCUXMR1SXneJJTSzMhHPAt+AiHgX849AvbVC56Dr90l8xQGCi25ZDxS6ab6AOJGKCU1ZCWnwrjvzX532cvJWunoyaXZ+wlYusUbd9lBjlXXk59PdMq93GPpzr2LgKt0CEdU3wSaYHNUJz/S5Q3u/RH7bIycfzQOProbvccvRbPwbsDqScMdR+Ujt4EbmbFdjhulVC2jlDlFxK5bwToDwFTKGLv4eL8sSovwTGolQSWBG3gSd/Z9D5y6CpXlg1HeF21lAU3eqNK92KEGgCGLS2otzkYg8rMuZX+I1mIT8tmz1flOJGMpqOci+fO1qDMdfTN07rChWz7gKvVV0HvCUpiygentok85qT8+hcIzeGvIvTxUhmQAHVOdJLuXeyqW4RRlgLV08+7lElmYKDG7l3Pkdp2nFORsgZk/pevGSMWT/kHeT2BNt5s/pQDSefBVNlAPQtZ3X1qyfSbSBo6aSpVPah0zmZ9bn6h3KPUYIeuzR3GbyXsugGpz+fX2wncg2MmdXtMd2V7FjDWpOpuFsHTXp6aJiLPxCqzXzD1Xp+0jdpGfSZT520rBfXvW/eU2d5q9v77jl6Ivq3BHNFXlEcbC3Mmblwra8SKW7oZYOLpSZyB5xx4Sa7gpl1qyQVyrWEA6tyrdi538N5wo00LFjxygEGkC7oF1ny+cbWH06VvZzV08x4HMRBG0WE4H1XgP1f+CFXj+jodk536WPO9jltHzjm5YpnmHGjj73BTt24/ceIdTXEUbQ6Wu8EQYFc8ObnSDO8+RYayLKzcw5NaAN8u9PAC/ezoReXru+/VNPAAZ+akJP26QQj1XJu5cs8I8A+68dE4Z4zbhoiY7pe6swZ3PibYk9rlR74F0aydEEVq6SflykzVEPLtQx4IcsZEaVS/JSYTAZAlXnrf/4uUUWVgzMtWnPco0td6doH/rSuz9/k70Hk3sOJ0k8yjmtuLKKdDepUTMaLtuyV3qq2D8shNhekqy9oxh7PUn4PAz+1BbO0pH6GSlW4LPQ2QBKTYLBvtbKVj/Ji4/CQcffy49ylZpH6p0L3ZIi0/mb6/i3KQwz6y8q4wVUJapa7443ECkCf3twAtXobpqCJVlgt0rqYFtt0IpFz4Lr8+abbh4DBFKqMgCFhxMZ340uAGZ90xyZr03t0EduwY856YeoUDYMnBxCOWJy4NSoKUKG9lucbdDKE2h3cvT/CzlQbS2PufmL1DSYyyjdrw0KdXuEkHC9dZ5y2eixPvzS/+ilFRyAiAkHx3POxj17QruK4ty2yZlZzKT9pk+OUXHYCbvIqtMU/m7efnW3JYHqlj6thcxz3Ym3eC2NTj40C/Rl9kgavKqU1A/NIXyQP5oobn9RWzFjxWBpfeYSez7j50oDc8p9tkdw4tSWz/mtQAWVXpagXPslMR7yjNX1RJz4kIyUXYChv3hpbJ8CJXlXeJKTrGA6pEq3Ysd0lLhDsJFZ6Xa8ez4XJjng3LK5ZSbbDYmOzIOzKRTcOJQA9G+HtT3HUZNuDOnKRlUVwt3epRMEHQJ9HpQ5m8gXwclkyjSsjOD0Rg3dXq9cC4CU7Zg8OMr2rfZHGcx5ZQ6TrkWKM4yK3XgZXDpiGdX6u3BwItWAyZib4KIpRlBN2LfLsw2nKVb8B7y5RMu2EJLd35tZhqYiZCU4b9vJz4TL81a+C0Ev39PWtnEDhMOMP7lXD7Ecww9H+7bD/Q1znXf1gFEYO8JS7H/B7swuI04ocKzT0owLFss1/7MpisP1bDkN7bmLtk7b49eeCye/8YOjFxwDFNIZP8MoHbEKCaueAHKI/LNyZrSj3aQ0j388g14dv9h9G9ZORMgEc16vo14BSitpzRQxfTzB+cCGnQvV9qPKt2LnZBC7AkjLWrEYCR4LJl3Tbf102spmNshNjgv1qTOZvLKk3Ho8edQO3KiWAYSjXIBdIyV5YMwfT0oD/em79C/RjX7t1MJ+GtUVpzbpUShoSY+qL+5rJq4e7ldpzmFjFWQJWvAOWLdy/PzXvJyMlGGXroOALDn3x+du+zzjsj9CHw7lJdDQMFI87MUGtbNn5kUYdfiU+7b2ffvcQXOT2ISYVQ8UnGe/TalLtVUfsLdvoPLO3wTBb42wXo/6XOTfHOh9e2EV4RoHle0mRt19FdSiBt75NyjMHTmOseinC0vFFZZUcz6FWN46j1mEr3HEC7qCQUnwitLY886brwf7SRLd3m4hvE3ZY484/qobLAd3uqxxcIxULaF0fOPxrO3PIDBbbPHgc3TsdidRpH9JToVVboXOfQGaUILidRSEWrXIzZS81rI69mIdPlzFhqfPMwunsS9lQdrKB8dcaxHqCxqXNs5/XxhTKWMpVefKt/B2ut67klHkWmw65ndemOOu2JdhdMgOi9DrR2u03mQZBUde6fhnPKWicedx81aWCOVbs593p4osdeoMnkEH0Uh5dGTFszgmXAtluTHHcHEDhQi3oN0/W3+3nmTKdWGBZ8FWQYVRijsSRg10SB8h0U2UstBPTaJdTp5jCH3e8m3fHg6n54g76llB7oYY0iFO1wAsOTqF2LquYOFdtVuGN+7Y59P49pbeawXh5/c01gmHaR028j2qeHHRkrn0TPRj4lLT0x/LzbPhNST9KiCRq0ORJXuxY5wPV9+kOzRBgOWAnrNqNCCY5dpJ4tY/+YbKM3n8pH+k1fg4I5n6Y3VFpLWDcLaZdgfcoWcGsA5JuHM31nFxbNJmQMrjyHCMjToXk6tMU2vxVqu2bXE4ckHdhMx6dpBn1whzwVp/acsrNyygEC7x7YBxq1gOU+Kw3OeFKaHeWY97tpoiUzehok4o5mcnAq5b4OPR03akBM5VBnCeOSrFqzpFvULsUoJkc5Q8QTZlvorYRkoq7bPa4GgPNKLqWf3B4+bKg/VUB5q4mRxDI6Lc/Zv60brjReXMPzyDdhdB/pPWVE8kw5WuskxWkSalgx71NLdXBbIWFDKkrdsweGn96GyqovXo1uo0r3Yob5h6bg35DbuG+hl8Hao9sgxN7gUWqNIOb0S+S5KMhDTe/QkJt+yhT6ihLPqLBQ81k75OnwnoaucZtNH7IqdTcvK45uoAvh1vVJzvce9OLdGO2fpjlXGJVoD8664jd4I5ZRVVELFS+OG2qhscMiqnK1D2YMQDOFQk7N0Z+IyyrVssmT2b6l7OQjZiyqwYCYrqE3GqHshbpveDI8ojyiX9BbxKG4OETp3eGNRk/0nmPHohcfi4OO7UTt61lIj6HdohUnWCUxedQqm9x/OH6GVz74DCbfDPaO9OLj7QEOllIdqGLvouIby6OiuWCKcx7OuNXRspetOsp+K9GSLLqbUV0F1dSUcsYtQpXuRQ+0MK1Wcg4o4FUSl8brQOSFs3CgkFod5ome8b+4HodzVbbfihYJUgfJMorhr1PxF5s6ljbFahNyhOWuNxNLtw+dezLh2s+d099Du6Oyu3VxZrAx5hck5aovZbT1oNRROcNG7TDORqckQ9vgcS+v2lcuVkY0icS9PdVDP+8/KQK4DprRpf9o5WUJlzBZCrdUmreTuxIR4001Kibfjeb9lz0Zq9txQNhuxezlfsrOeOVLMqOPOMPONkwo3IJtck9JIl+Rrs5lvaeS8o/HcbQ/ObRrWLjrZ0lhANvHeOkpHYMolDJy6euZ0gOGITQSVjkGV7sUOpUxQWnJo3R81yPUo7Dki1nT7vQgFlu8GO83q+jFMPbMP1TXCHcgbYVbUvuOW4OCDz6Bnst8fv8vwWrN978n3PikLa5aspTu47EFYJhcGz2y00D01+4wcS6donTUTzsnCyRGp4AeVu9BEXFAgoYItsXQb61+AtXR7l0TYZXAbrDGTaMFNmqQbTnrcqYPrt31tNnEKAOnJQZWRfRbJxJf0OyKPwOPbC7sf8E9CmPw6/JD7PfF8cpuIhhSXgpO9jXRbvcdMYv+PnsLAC1cXz6TNlIdqGL3w2HaLUaytmickzlPzffLSAjrpqWMYOnNdu0VQGkCV7sUONXgNnXfLjHuc/HxhWXwNsz2A861x5Na/SWUXyDN2yfFAXTBAbiK9xy9BeaQXPUsWltIttXSLdzkH8u6/BDnFtfBGakExMunC68bFNcl2L+cU4YwilKv67BFjAgk4ZTNGwafWxnrLSZIJNXRyApFJSrmXS6w+EdoP97xZN/Gy4PmwhRGyU9+QdPmPcFIiuKY7KTbzLOrUpmKedpl2Lw/8zhJzZFgu2ew9UhvDcfU7oGV4i6XSNmHX3pELjsHwqza65zo3QiPalDNbnvm7g5VaAI3NfrQagWylXt+QXzVkRWk1C2cfdqUYpIIttJAE4xFKPIWvA3cGV56BMZtN7EQA79JnjJk3hTu7nri6ehil2gKbI/NZe6VWvdhB0BSjdAeIWtOd/ZPZTKvQ4M1W1rg16RJX8KzHdPTu5YKyqGDuGYWUaumjIicBmahlf5msYhzx2rj1/H3HLyXza6hdoRTiBtzLyU3TKK+LjDI9twbb3y/UPZbu4MkZ1OSBnc7GtxmZd528VWY2j4i61ghz76F45saY5ircjeI5cq/TjwbqaG8zQb84uG0NqmtHMHzuUfMjk5q6FSXHAhvFK7EEjwyzrrHxPIMQye7IEvmMMfEWDatM8jxxJx+xeM2ngyfSm47vXn3rV731KUKRjlnjGNALeTdmbiM1edEJzkZqJVfhAUCfpwywR1uxxwEKFHP2qLTMmm46j4g2Qaz0CNsyOy4F514eQ1aZyAhc6mO63RK95p7Efj8BS3caT3g8WL7eEmmSecnQRmrUhEZi6aY+jdBEruS7YSdjQx8xA+XeTj1HQT3xeuFk6lzfictw+Ol9qK4dnS04nHfXYPXTpf4Khl99FEzZ8EsyOoShlxwBTE2jb/OydoviIpk77atg/I2b6YuqHyvtxOrTFiqqdC92pDP24k1vjHs5OL4t+KUJXUDp2wn3UJUVC+eYgo7Es6a7Z6nn/FjWSoq4wWmJcbcmyyQG3pJyRWu6hUIXWtOd+TNnbaTXtrP3wclIrrcFrZRwehzlFp4rm5HJuh5MGzP5l9O582t+SR2OKpp156eV8ShLt8eVuU6t6SYmK6gJyDSM89CYK2QmPrU5X6g+TxGWeN9kaKOeRcRmZElx/aeswN7vPpHf7CxNl8R1nyNpkZX0Y8KubuQcyxLZaYPRBuSprBrBoSeez72Pfk6J7TBLaam/gpFzj263GDSd6PreWa9P6WQEy3MWAqp0L3aE7nwmcP52rAUqh9iV2LboMGu6JQj6p+qaEYxefDx6JjrYpayL8U189Iz1YfzNJ82db5tFWl9C5ftco+0yAq7RnPs56y5ZwKDjWrrDynXue8tthDVNx8lqsJw1PHt/MZuzxbiix1z3lcl6IAQUfdFGagFxKoyXg2RZQCPPxOdOLXxG3LFmKUldpO4lcB8+93LSW0F4zNlcAUwDkXuPMxkMvWw9ahvHUV01zCcgJm6qR4yiun4MlczkYGX5EA498Rz73l0h5Jc6TXupNyDP0EvWojxYQe3IiSZKpBR15FAUZf5QpXuxQ1nwgoqzLD9vWBbvmu6I3oN1L4/sgTIWjt6N43FpG6UTZ6tbRWCQUF1JexqUh4kzzdN8Ip6fT2F0zvoOlMEVy7qwF3jPUks3UyZn6WbXhjNp8xfov6lJusIW9Ybanoi4Gfg13Uy6snF2JTfVMikHdXxWmocUQ80MJXnyu5eL9+sIWJfTIqgjw0KW6WS+hxJPOrnrw75H6jFlLNa1dWN0PgE3/fHXn5ALG37lBjx7ywMYOmMdK1p5yNN2efrBjjMANSCPqZS7eif1TkXivTfvdFzFVZT2okr3Yoc0cgkHr6FdXX1W8ixFLZe2oZt1N6fC+IwbmcVvGMnGPguFgoOE8kgvxt5wQsObA8W58zJ/p2GMostZuotYJewKzlq6BWZ0zr2cg1N8OcU/qPAF4tIxM0kCbZQhAmOeeUxbgplnWLeU7lKVW7udmfzgjqsKPRNizfxcpnwW9IaYRFBobW26e3m8eznp/m7nkSViFQjg3iO5fCmm7RFO+lSWD2Hy1072ZlU9YhSDL12Xs5An+NqzTtSnWompllE/OIXafE96dzOhieEQi2jooSjtQpXuRU6uaaYGTQZuWBpUwAJFxZM29iY0mOJ3HXfz8lxrY+eTnP9dnuhrnxDzRU7HiBskcNapUq0HU/sPyzLJWhZDLsRBhZIugtusTXQ8lY0Vj1WWfcfqJcFZ9/LshmxM0exGahHu5aw7fNSEhufZGzeQrVZRG6kJ/Mup+62V6etZfbawpdtzjVRqTe6ffF7uewm6lydkjzlL0gbPG0+O4vJHS2XJ1s+s9wCXzD4Wqe78IesjSAt5Y9qvMQaDL8pbeUcvPh7P3/kwRs7j1wr3bV6O5+98GJXlgw2V3yxafYLH5FWn4NDPn1elO4aidXPWaaa6dqSp4szkvchmixQlgCrdix1qPEtshhZaV5f+GbSkRGrdUe7lTcijzZR6e7D0d7Z1/C6uTaEFr2X0wmPxy5t/hKEz14WLz1ocsx4GPtddgNYB2Y3GBJbuokg2MWM8J/IbqRFy+azqdSY8ZwH3y5sj9H0KnxU5CShY0x21zwQ3UUQ1e5WMgshZtLPhMYqMJ26apbCekuUGjlRLdtUmPTmy0alJn1Q+4vlRO6n3lDBy/tHAdH3OGkyIPPSKDTj81F5CeXBlkE3yEelaoGz2bhwPLmPq37ICplpG75GdoYSaFh9fWR6q+V3xFS8xQ56lb3sRpvcdQs9YCyb6u2fopbSbRVJXVOle9PiVaedaMIz4OzA4Lbqk2xk4zeYzcPJKPP+NHahtpK2hADrajbsksOYsCFowGVJZPoglb9kii8xYhI0hhtsBSzfrOS3Zvbwg5CZzVpnsyQChI8OcwgRpqf0hcoIJyim0ptu48VL5uHL8YtSZjdRiLOeljKU7PSYL4CdFmraRmsd9W5gXN6Gw5LdOxdTu/el+C6R7OTdBkzDtkY8ROXe2OcPAKSvpC0Wb+tn7KA/XgJKZ2SAtxhuhiZSqPRjYwtzfPDJ89pHY+93HMXzW+naLotgUnBAq9VfYvqRhusjgobSXvk3LsO8/dqI0WG23KC1Fle7FjnTARSrigbREGNkES7XuYPs9k8/AtjWorBlGNTnyi0hXXTeGgzuepd0VdfOPxQGn/IjXC2fDIpXrJoxFKksGMHTWetcilLsvJvF01sJKmLptV3ZDPyt2F3CpRTVTJIu0CYiZ8Au6l0sKCQRnvFXqB6fmwhkPixgrqndNt08mad1llMvyYBXl7KCI2oSPqSsSWaTr2k3MB1S3/g3Qe8wkDvzsF+g7bkbRN+USlr3zxYAxnblZ1TzSf9Jy9J+0vN1iKATBzT7bQKuXISgLh4FTVwPTdfSfvKLdorQUVboXO1kLXzKAyrWTrvUiaUhz7rnpxYC1iWqDi+q4dl6JAaVkUJt1f+QY2LoS5YFK6iapLD6yA+jQst38YJv4mxtbEIOOOupNGxQNbF3lhHmP1UuCGQsraxkvcc+KuY+QezmXh3AiT+o6zRKazJumLd38km5XCc7Vr6w7P/d+smuXG3G5z5y+QAjqhlEu3cQSI1IMwtJtJPWJlc8vqkgohxkZepa4m5dRjFxwDDBdz91bbqmAonQiHaJoA0DvCUux/we7MPyKDe0WRekSekZ7MfLqo9otRstRpXuRUz9MDL6pQVhoAJe6NBLXQxshNcvSzZ3yQx1rUy6hb9OyqHyUJtNJzzlk6c4SshZmPTu4DcjmaXzEHn3FuTVz8TlX/Bj3csEGbyQhL4NUlqwohpCDscpT5OTjGpbs3yHLOefmn8mCXYpAiCBy1Xf/pptx4h0KLc7Bc7qlJ1OQ67yb85Ekj748WMXkVacE1yMbY9rmRq4ohemgKjvy6qMwcPIK9CzrjI3/FKVTUKV7kVNZPojSQAXl4drc4Ivc4CaTiFr7nQyayI3UIhRnJ63nkrVLLWdVqW0YR+9xSzpm51elDVCKS5Zs3Qm45ZK7cEdYumfiF1RAY+HyzridG0rpts6d5tzLYzZHI8ux8i6yFjy9GrMsIKAwsxbaossFuMkMkdeAcc4A9z6TBo7kShGc3Q7kLd2G6hd87uXUJEwrZqMyIvRM9Dc/f0XpCBoYZzUZUzKoJMv7FEVJUaV7kWN6Sljymy+0dkLORvAo4oH120GFJEFqDZn90XvCUhzc8UvU1o8FMp5NVTIYfc0xorjKAsUYv3KbM3QT62WLuECDt3SDWprRCrjdy5nN0BLL+PgbNuGXN/8Iw6/cSCTO/M1ZJqn7Zl3USRGZ6x6TLZVGstaeiiLYvTxHYO0i53FQzxbEHS9HnAEePG4LYJ4bFS8wQeJVurPvdPYoMOOGheUjwpqlOOgeHcpigPreFUXpKFTpVtxjX4gBKb1BGpUZEdSApZsqd+Tco+hrzRpcqWvhvFA7YvZon/k4Hi3k/ZtzLw/l5beo5i5LNg9rpU7AKZ2cZX82uLpmBEuvPpVJyrmXg/6bLKfg8/bFDRxXGDUmzdSHgsd0s/nlyD4G9llGWv99R3IRNxD0LvC6l2e+XeoevSuHjBNPupGaoih5Fvsmf4rSDajSrbhQ5/9S7XnIlTyNl4tQWKw5ozunSBTOGsDMcSjP3/kwRs9Tq/h8UB7uxeRVp8ydvdtCKGthjpwSGHBTpsJ9rsFUsvlyL+ewLPtRsgjcyykLP1tOyH1c2mTEWMRDLu1sEcW0bv7otszfAq8ISXmJ9Vw6KUptdGmoPoDKLmvppr4v4X4ddXJPED5pFGrpVhYDue9F67yidCKqdCt+koZcOvDLGSoMERgor2SsTa0C5WVpsJ/pP2k5+k5cpjPG88j8rbEMvNPgkWEBC1yse/k84XixJEjO7+bgFMWYb5U7yowiuFbbzP5DeehElMOVyVm6Yzx42PsVbEpXopY7eMoiLN1zc0MBTZxq76XeBVMxL9XKl7LOexh44Soc3PEsakdPRBakKAsUrs1SFKVjUKVb8UOt6U4HSET0wPEzjckSitB4T6MK9wIlNF8TPDKM/juJTO6DAATX+s4UHo4Sy+Bpa3HgoWfQt2lpVJkio2DOvXwuOGYZST3GvVxKzGRJcPIv+0PwUIKTDJGW7sAEhqidklq6KQ8BZgLAJwe5bt27Xwfh+UBO2rrUNoxjydUvRCl7ZjhDeaQWjKMoXY8OXRSl45mHxZRK10G4+OXHP+6GOWRaKixWwZDs7ptE1dldhSOk/GYVydDgpdmW7hZU3MHT12LizSfFny8skIXbhK34EVqBuEXcywknm1xURr7+2XPPh85cPxcoWtMdc790eO7IsNzEDVWgrywiD9/zaGAjtXy5se7l2XiJKPJyy0M173Mfv3QzakeOY0Q30VQWA+1esqQoShC1dCt+KHdDqfWCDGugMwgN/rSfURhGLzgGz3zphxh+xQY6QpR7Ody/ubrZJkt3YSSyZL2IucmGoLt1wUkOX1xDvJjII76Gz1qPwdPWoMSe5RyoBwzcmu46Y+nmXM1FUOujPXmRzgBFyifi+Zd0+y3djX4X1dUjqK4eaSwTRekS1ElPUTofVboVL+TZ3f4Emb9n/81aakIDKc8orbA1SVn01NaNYdnvbGMtz/XQxl4hKy6nGAqUbu+xSvONaE03sw45S5Shu4ClO2TFDU2GeMp0FG7J64mYZMjnnX2WtONZkbPL3XRx7XeMpXvgtDU4+LNn0LdpmawMgtQ1vc17IChK15LbmLCNciiKwqJKt+KH2r3cqxiToaK0DaNTvYoHr6t3znpLpvb/yeme3aZEiNZ0Z/7mPGBiJshCOrdQeczGM0RYU9Y8cqIw91sarmF69wHUjhRs+FVi2snC7uVEfKkCn9u93FMWgKHTjwBOP4KRRdjee/YJURRFgHCMpihK+9A13YoDvQtwYDTksVQYqWs6gOFXbAQADLxodUhMFx2wKUXJVvmAohz1fbRpTXdRJFZ31isg5vuLWNLdijXdcRN03DMJ3/vEZSdi5NyjMLhtTTjrTF0JegJIxA+4kpN5Ue7ljTSs0qpdd7XujvIAUZROR40OitLxqKVb8SNcp5e6B1LWnwhDd//JK1A7ahylgZldaefvSCllUROytvYEFCzuLHrBOKg80huONF+I1nRL3MuFk3QzkQMFUpMcoTIjl8X4EFjwuUmX8lDN73bNueoHXfg99xW5pps8fq1ZHhpCxTlRsFVvUJSC5CzdbZNCURQPqnQrLgWMHKXq7C7J5FrLuN6gPDh3xEupv4Ilv7lVtAuzDtiUolSWDs79IBSOgRevwcFHdqNv8zLUD05lrhDKXfZPYzD6uuNQPziFZ2/+cS7P0YuPx+GfP4/axvEm3EGTiD2nm9txO+hdHnFkWLMs3Vn384JtBXt0XDMan+yzDCj6vuLmNi+n3gfxfgPu5fPiiZEs7+i25RiK0iHocaeK0vmo0q1Ek7WCDL18PQ4+shu9xy2ZuRaypBQYv5WHO8gSqCwoJi4/Cfv/8ykMnJZx/yWqcHmgiskrTwYAPP+tR9wIngFP7+x6Xlvp7t04DnSSwg2gPhXnXm6MwcC2NTj81F5UVg4VKzSodAcXfaeyiNM2Q+vOhcdlU1k9jEOP7kbfScszWWcyyXoCkGu6RVq3E588SzuXL5G23MAqtFj3csNMPCiKIkeXZihKR6JKt+IlOxCsbRzD4af2orpm7hiWgS2rMLBlVSaBP49WdAa9xy/B/vufxMC2tU3PW1nYVJYPobLcUhaFSt7M37P/dImFrmeyf0ZBXj5IRwgpZYDzDQ+9xN1EK8bqYgIaa1539LiNR+jcMUoya5Vnzd5hxn9lE6aeO4ieUcGEYvSabt69nFrKQL2rUrWM/i0rgXod5cFqWEZOksyz69u8DPu+/3P0HjvJi1xiJh4URZGjVm9F6UhU6VYcSn0VMnz0dccD9YCC0QblY+S8ozF4+hGyAayiBIjRuVOyxsAOHu+MXXI89v7HTvSfvIKOIFF0psNRop5BjKXbF5dqe9jz1dtr6Tblkre9amgTMWIn8ESx7j9pOaZ2H0Bt/VjmohsPAIZfzpxpX0QWAMOv2IDeoydyk7ZpNOJ+yyM1J0xRFAEd3AcpymJGlW7FoWeiH8Ov2ojSUH7QY4xpfP1lC4wXxhhVuJXm0ei50SHaaMArD/di6Ix1/PXxvnAmEoUweGRYOIu5vIT5NlPRz5LbYZzOo9nrKUv99MRnpkD+GulePvtPuYThl62X59Uo2aUIlTJqG5jlFJnJnonLX4CpPQfRM66baCqKoigLB1W6FZL+FzCWsADBwad6DCqdTgFTd94ttrni9J+yAnu/+0S6b0IrGL90M/b9YBeGXrouGLfpRznFTOSREx6ei01WKA3nUt6kYkbOPxqHn9mXswaTWQvcy8VnlHeYVayyfBCBKQdFUXyoe7midCSqdCvNJdDY69mrSsdTZGOvFu72PPSy9agdNYHqyuGm5pulunoE1dWu2y+J5PaYZSY9SwZw+Mk96Ds+ZgJBNoAMnkGdpegravbGbBZ9xy8VyuG5RriXexO0cHxeHhK6iGu/oChNQ3VuRelMVOlWmkuDO5UrStspYnlt4WaBplxCbe1oU/NsiAbub/zSzTj89D5Uszudh7KTupeXCMsu4wJeXR0xgcFupCbPohH6Tl6BQ//vJ5b1W/AcxJb45t/I6OuOw/77n8TgGe4meyTaVyhK0ygN6n4IitKJqNKtNJfQRmpq0VA6nNASCep61r08eCzTIoB7hKVaT17hFuXlV6aZVG7aDJVlg5j41ZOcfSsEwtDhLWzX+k5YisqSAfRMZNY4E2LUNozhwM+ewcCWlWwcilZYxXqPnEiPylMUZX4Ye/0JmHruACpLB9otiqIoBKp0K/OL6iNKt0O57ebcy+dTmM4kSgeNsHTPKYgmEzb3DiqrhlE/cBg9k/12AkcJrawQKv9ZQ3cLN0/jMMagsow54i3D6EXHYeqZ/ShP9CUJs5n4CmhQwiag34yiNEzuVAJFUToOVbqVpjJfA1FFaRkFzunOL6tY4BqE4PZK1bI4u+DRULn3wb8bYwzGL92c/u1Eb0bbxOTBHbPYMihvi3JpbrIBkLvCd0CTXVetW1EURVnglMJR2s9DDz2Et7zlLVi/fj36+vqwceNGvO9978PBgwdz8Xbs2IELLrgAAwMDmJycxDvf+U4nzve//32ceeaZ6Ovrw6pVq/CBD3zA2dzr9ttvx5YtW9Db24sNGzbgU5/6VMvvcdGw0BUSpfspcCxedrJJ3cuBwdPWorp2BCPnHx2M23vsEtSOHMfw2UfSEcg19ExUY5q/w7hAeR06az2qa0YweuGxBQuJRHAv2efQAXq1H/1kFEVRlAVOV1i6//M//xPT09P4H//jf+DII4/Efffdh7e+9a3Ys2cPrr/+egDA1NQUzj//fCxZsgR33nknnn76aVxxxRWo1+u48cYbAQC7d+/Gq171Kpx11ln4zne+gx//+Me48sorMTAwgHe/+90AgAcffBDnnXce3vrWt+J//a//hX/7t3/D2972NixZsgSXXHJJ255BV0Io2LmgnhJweBqm0hVzP8oiwYT2JWjDWfTdRqm/gvE3bhbFNT0ljL3ueE8EoZs0lbTZTQtTfnmohvE3ye63lXLk4wjjd4J3kn4ziqIoygKnK5TuV7/61Xj1q1+d/t6wYQN+9KMf4ZOf/GSqdN9yyy24//778cgjj2DlypmNZD760Y/iyiuvxIc+9CEMDw/jC1/4Avbv34/Pf/7zqNVq2LRpE3784x/jhhtuwPbt22GMwac+9SmsXbsWH/vYxwAAxx13HO666y5cf/31qnRHUhqsuoEZrXv8jZvw3O0PYfisDfMolaIEKHJkWJYFauk2lRLqh6bRM9+b9DSiEzagsJPZhSZkOoluOqdbPaAURVGUBU7XmhifffZZjI+Pp7+/+c1vYtOmTanCDQDnnHMODhw4gLvvvjuNc+aZZ6JWq+XiPP7443jooYfSOGeffXaurHPOOQd33XUXDh061MI7WjiMXnw8hl6+gT5XODO2qq4cxsSlJ6KyPLxJkKLMG6Hdy9kfsyxQBWL80hPRt2kpRi84Zl7LJZd0SxXFjJJcWOduhot6k6ks6Q9Hkq7pXpjVVVEURVE6iq6wdNv89Kc/xY033oiPfvSjadjOnTuxbNmyXLyxsTFUq1Xs3LkzjbNu3bpcnCTNzp07sX79ejKfZcuW4fDhw3jqqaewYsUKR54DBw7gwIED6e/du3c3dH/dTu/G8XAkRelWAtbOBapzo7JsECPnhtdoNx9ip3L6snup2a7TneCKDWBg21qgZNB79CQbR3rvyZnlpiLf/K7pLNSPRlEURVFmaaul+9prr003vuH+u+uuu3JpHn/8cbz61a/GG97wBvz6r/967ho1yKjX6/kNZaw4ySZqsXGyfPjDH8bIyEj635o1a0K3vnjRwZXS6UTsXm4ojU/reHORWmwpshMkRRXmRspvEaVqGUNnrPMfJSaUtTxUw5KrX4glbzu1OcIpiqIoiuLQVkv3O97xDrzpTW/yxslaph9//HGcddZZ2LZtGz796U/n4i1fvhzf/va3c2HPPPMMDh06lFquly9fnlq9E3bt2gUAwTg9PT2YmJggZXzPe96D7du3p793796tijdHh1iKFIUlZvdy0r28ibIoeWLbj2avwe6m9isra6BOlocCx7a1GJ2nUhRFURY6bVW6JycnMTnJu8dleeyxx3DWWWdhy5Yt+NznPodSKW+k37ZtGz70oQ/hiSeeSF3Ab7nlFtRqNWzZsiWN8973vhcHDx5EtVpN46xcuTJV7rdt24Z//Md/zOV9yy23YOvWrahU6LNYa7Vabp24oijdS8gtN+i2qxpEy5G6TufXgzdhI7Uu0rm7Cv1kFEVRlAVOV2yk9vjjj+NlL3sZ1qxZg+uvvx5PPvkkdu7cmbNIn3322Tj++ONx+eWX45577sG//uu/4pprrsFb3/pWDA/PrFm77LLLUKvVcOWVV+K+++7Dl770JVx33XXpzuUAcPXVV+Phhx/G9u3b8cMf/hCf/exn8ZnPfAbXXHNNW+5dUZR5RhWr7sKnCefcy4tm39wd0OeN7C76Hb7remXZPO+IryiKoijzTFdspHbLLbfggQcewAMPPIDVq1fnriXrrcvlMm6++Wa87W1vw+mnn46+vj5cdtll6ZFiADAyMoJbb70Vb3/727F161aMjY1h+/btOdfw9evX4ytf+Qp+93d/F3/2Z3+GlStX4uMf/7geF6YoygxBQ7ea7ZpJvRHlsekbqTU3u1Zi+npQHu0F6jPnpnciE5e/AHvv3YmhlxzRblEURVEUpaV0hdJ95ZVX4sorrwzGW7t2Lf7pn/7JG2fz5s244447vHHOPPNMfPe7340RUVGUxULoCCnVuZtKebiGniX9MD1lmMqsc5ZQ+W36udpdZOk2xmDyLVvSvzuRyvJBjCw/st1iKIqiKErL6QqlW1k4mFobj6VRlGYQ0l9U6W4qxhhM/NrJgCmgPJbkm4mx5ffOdZOdqrxyNH3SQVEURVGUQnTFmm6l+xl6xQZUlg9i6HR1I1S6nPzuXO51dS9vOqZkeIXXp1dme7jI9zJ64bEoj/Ri9Pxj6PwURVEURVGEqKVbmRcGTlmJgVNWtlsMRQkT3L08+4OIoDr3PCDdvby4pbf3mEn0HmOdrtFllm5FURRFUToDnbdXFEWJIah4qdbdcqS6b8a9Orchm6IoiqIoyjyiSreiKEoMAaVbvcs7iNya7ia8GF0jrSiKoihKAVTpVhRFydAz2e+PkHMv1zXdbSH0DtJLzVWS1btcURRFUZQi6JpuRVGUDANbVqJ+aBq1jeN0BF3T3QEU0H6boTGr1q0oiqIoSgFU6VYURclgKmUMncHvsp+1npIqmCrdradNOneRchVFURRFUdS9XFEUJQZ1L287hXRftXQriqIoitImVOlWFEWJIat4UTpYjzarLSf7CgJ6cO+xk+iZ7Ed17UhTy1UURVEURZGi7uWKoigxMGu6h1+1Ec9/YwdGzjlq3kVafMi139ELjkW9Xm/KpmpGtW5FURRFUQqgSreiKEoMhta6+1+wAn0nLW/6jtkKQeQjbtY7qeuCfUVRFEVRCqB+kIqiKBEYj3u5KtyKoiiKoiiKjSrdiqIoMahe3VnoRIeiKIqiKB2OKt2KoigFUct2m2jXY1fvckVRFEVRCqBKt6IoSlFU524T7Xnw/SctB0oGvcdOtqV8RVEURVG6E91ITVEUpShq6W4PbXrs5aEalv3ONqCs711RFEVRFDmqdCuKosSg+taixug57IqiKIqiRKKjB0VRlKKoAt4e9LkriqIoitJFqNKtKIoSBX9kmDI/GH3wiqIoiqJ0Eap0K4qixGDYH8p8YZi/FUVRFEVROhBVuhVFUQqi+6gpiqIoiqIoIVTpVhRFKYpq3e1BvQ0URVEURekiVOlWFEUpShF9r950KRYhqmgriqIoitI9qNKtKIoSQz2jNZdU+WsLuqZbURRFUZQuQpVuRVGUCMojvenfRt3LFUVRFEVRlAA97RZAURSlmyjVerDk6hfC9OicpaIoiqIoihJGlW5FUZRIykO1douwuFEPA0VRFEVRugg11SiKoijdi+rfiqIoiqJ0OKp0K4qiKN2FKtqKoiiKonQRqnQriqIoXYXq3IqiKIqidBOqdCuKoijdhWrdiqIoiqJ0Eap0K4qiKF3GnNatx7YpiqIoitLpqNKtKIqidBeqZyuKoiiK0kWo0q0oiqIoiqIoiqIoLUKVbkVRFKW7UEu3oiiKoihdhCrdiqIoSpdhyD8VRVEURVE6EVW6FUVRFEVRFEVRFKVFqNKtKIqidBdq3VYURVEUpYtQpVtRFGU+UYWxyegDVRRFURSls1GlW1EURekqcmdzq86tKIqiKEqHo0q3oiiKoiiKoiiKorQIVboVRVGU7kKt24qiKIqidBGqdCuKoswnqjAqiqIoiqIsKlTpVhRFUboLozMXiqIoiqJ0D6p0K4qizCNGTd2KoiiKoiiLClW6FUVRlO7CMH8riqIoiqJ0IKp0K4qizCeqJCqKoiiKoiwqVOlWFEVRuguduFAURVEUpYtQpVtRFEXpMlTrVhRFURSle1ClW1EUReliVAFXFEVRFKWzUaVbURRF6Sr0xDBFURRFUboJVboVRVEURVEURVEUpUWo0q0oijKfqJm2cbLPUB+noiiKoigdjirdiqIoiqIoiqIoitIiVOlWFEVRugu1biuKoiiK0kWo0q0oiqJ0Lap/K4qiKIrS6ajSrSiKMp+oltg4ui5eURRFUZQuQpVuRVEURVEURVEURWkRqnQriqIo3YUauhVFURRF6SJU6VYURVG6jp7lgygNVNGzZKDdoiiKoiiKonjpabcAiqIoiwpdj9wwxhhMXHbizN9lnTtWFEVRFKWzUaVbURRF6TpU2VYURVEUpVvQUYuiKIqiKIqiKIqitAhVuhVFURRFURRFURSlRajSrSiKMo/okm5FURRFUZTFhSrdiqIoiqIoiqIoitIiVOlWFEWZR8ojve0WQVEURVEURZlHVOlWFEWZB8ZefwJ6j1+CwZce0W5RFEVRFEVRlHmka5TuCy+8EGvXrkVvby9WrFiByy+/HI8//nguzo4dO3DBBRdgYGAAk5OTeOc734mDBw/m4nz/+9/HmWeeib6+PqxatQof+MAHUK/Xc3Fuv/12bNmyBb29vdiwYQM+9alPtfz+FEVZ2NTWj2H0/GNQqupJjYqiKIqiKIuJrlG6zzrrLPzt3/4tfvSjH+GLX/wifvrTn+L1r399en1qagrnn38+9uzZgzvvvBM33XQTvvjFL+Ld7353Gmf37t141atehZUrV+I73/kObrzxRlx//fW44YYb0jgPPvggzjvvPJxxxhm455578N73vhfvfOc78cUvfnFe71dRFEVRFEVRFEXpfkzdNvN2CV/+8pdx0UUX4cCBA6hUKvh//+//4TWveQ0eeeQRrFy5EgBw00034corr8SuXbswPDyMT37yk3jPe96Dn//856jVagCAj3zkI7jxxhvx6KOPwhiD3//938eXv/xl/PCHP0zLuvrqq/Ef//Ef+OY3vymSbffu3RgZGcGzzz6L4eHh5t+8oiiKoiiKoiiK0lakel/XWLqz/OIXv8AXvvAFnHbaaahUKgCAb37zm9i0aVOqcAPAOeecgwMHDuDuu+9O45x55pmpwp3Eefzxx/HQQw+lcc4+++xceeeccw7uuusuHDp0qMV3piiKoiiKoiiKoiwkukrp/v3f/30MDAxgYmICO3bswD/8wz+k13bu3Illy5bl4o+NjaFarWLnzp1snOR3KM7hw4fx1FNPkXIdOHAAu3fvzv2nKIqiKIqiKIqiKG1Vuq+99loYY7z/3XXXXWn83/u938M999yDW265BeVyGb/2a7+W2wTNGOOUUa/Xc+F2nCR9bJwsH/7whzEyMpL+t2bNGukjUBRFURRFURRFURYwbd1G9x3veAfe9KY3eeOsW7cu/XtychKTk5M4+uijcdxxx2HNmjX41re+hW3btmH58uX49re/nUv7zDPP4NChQ6nlevny5alFO2HXrl0AEIzT09ODiYkJUsb3vOc92L59e/p79+7dqngriqIoiqIoiqIo7VW6EyW6CIn1+cCBAwCAbdu24UMf+hCeeOIJrFixAgBwyy23oFarYcuWLWmc9773vTh48CCq1WoaZ+XKlalyv23bNvzjP/5jrqxbbrkFW7duTdeP29Rqtdw6cUVRFEVRFEVRFEUBumRN97//+7/jE5/4BL73ve/h4Ycfxm233YbLLrsMGzduxLZt2wAAZ599No4//nhcfvnluOeee/Cv//qvuOaaa/DWt7413UnusssuQ61Ww5VXXon77rsPX/rSl3Dddddh+/btqev41VdfjYcffhjbt2/HD3/4Q3z2s5/FZz7zGVxzzTVtu39FURRFURRFURSlO+kKpbuvrw9///d/j1e84hU45phjcNVVV2HTpk24/fbbUwtzuVzGzTffjN7eXpx++un4lV/5FVx00UW4/vrr03xGRkZw66234tFHH8XWrVvxtre9Ddu3b8+5hq9fvx5f+cpX8LWvfQ0veMEL8F/+y3/Bxz/+cVxyySXzft+KoiiKoiiKoihKd9O153R3MnpOt6IoiqIoiqIoysJmQZ/TrSiKoiiKoiiKoijdgCrdiqIoiqIoiqIoitIiVOlWFEVRFEVRFEVRlBahSreiKIqiKIqiKIqitAhVuhVFURRFURRFURSlRajSrSiKoiiKoiiKoigtQpVuRVEURVEURVEURWkRqnQriqIoiqIoiqIoSotQpVtRFEVRFEVRFEVRWoQq3YqiKIqiKIqiKIrSInraLcBCpF6vAwB2797dZkkURVEURVEURVGUVpDoe4n+x6FKdwt47rnnAABr1qxpsySKoiiKoiiKoihKK3nuuecwMjLCXjf1kFquRDM9PY3HH38cQ0NDMMa0WxyS3bt3Y82aNXjkkUcwPDzcbnEUZd7Rb0BR9DtQFP0GFEW/g0ao1+t47rnnsHLlSpRK/MpttXS3gFKphNWrV7dbDBHDw8P6cSmLGv0GFEW/A0XRb0BR9Dsois/CnaAbqSmKoiiKoiiKoihKi1ClW1EURVEURVEURVFahCrdi5RarYb3ve99qNVq7RZFUdqCfgOKot+Boug3oCj6HcwHupGaoiiKoiiKoiiKorQItXQriqIoiqIoiqIoSotQpVtRFEVRFEVRFEVRWoQq3YqiKIqiKIqiKIrSIlTpXoT8+Z//OdavX4/e3l5s2bIFX//619stkqK0jGuvvRbGmNx/y5cvT6/X63Vce+21WLlyJfr6+vCyl70MP/jBD9oosaI0xh133IELLrgAK1euhDEG//f//t/cdUmdP3DgAH77t38bk5OTGBgYwIUXXohHH310Hu9CURoj9B1ceeWVTt/w4he/OBdHvwOlW/nwhz+MF77whRgaGsLSpUtx0UUX4Uc/+lEujvYF84sq3YuMv/mbv8G73vUu/OEf/iHuuecenHHGGTj33HOxY8eOdoumKC3jhBNOwBNPPJH+9/3vfz+99qd/+qe44YYb8IlPfALf+c53sHz5crzqVa/Cc88910aJFaU4e/bswUknnYRPfOIT5HVJnX/Xu96FL33pS7jppptw55134vnnn8drXvMaTE1NzddtKEpDhL4DAHj1q1+d6xu+8pWv5K7rd6B0K7fffjve/va341vf+hZuvfVWHD58GGeffTb27NmTxtG+YJ6pK4uKU089tX711Vfnwo499tj6H/zBH7RJIkVpLe973/vqJ510Enltenq6vnz58vpHPvKRNGz//v31kZGR+qc+9al5klBRWgeA+pe+9KX0t6TO//KXv6xXKpX6TTfdlMZ57LHH6qVSqf7P//zP8ya7ojQL+zuo1+v1K664ov7a176WTaPfgbKQ2LVrVx1A/fbbb6/X69oXtAO1dC8iDh48iLvvvhtnn312Lvzss8/GN77xjTZJpSit5yc/+QlWrlyJ9evX401vehN+9rOfAQAefPBB7Ny5M/dN1Go1nHnmmfpNKAsSSZ2/++67cejQoVyclStXYtOmTfpdKAuKr33ta1i6dCmOPvpovPWtb8WuXbvSa/odKAuJZ599FgAwPj4OQPuCdqBK9yLiqaeewtTUFJYtW5YLX7ZsGXbu3NkmqRSltbzoRS/C//yf/xP/8i//gr/4i7/Azp07cdppp+Hpp59O671+E8piQVLnd+7ciWq1irGxMTaOonQ75557Lr7whS/gq1/9Kj760Y/iO9/5Dl7+8pfjwIEDAPQ7UBYO9Xod27dvx0te8hJs2rQJgPYF7aCn3QIo848xJve7Xq87YYqyUDj33HPTvzdv3oxt27Zh48aN+Ku/+qt00xz9JpTFRpE6r9+FspB44xvfmP69adMmbN26FUcccQRuvvlmXHzxxWw6/Q6UbuMd73gH7r33Xtx5553ONe0L5g+1dC8iJicnUS6XndmpXbt2OTNdirJQGRgYwObNm/GTn/wk3cVcvwllsSCp88uXL8fBgwfxzDPPsHEUZaGxYsUKHHHEEfjJT34CQL8DZWHw27/92/jyl7+M2267DatXr07DtS+Yf1TpXkRUq1Vs2bIFt956ay781ltvxWmnndYmqRRlfjlw4AB++MMfYsWKFVi/fj2WL1+e+yYOHjyI22+/Xb8JZUEiqfNbtmxBpVLJxXniiSdw33336XehLFiefvppPPLII1ixYgUA/Q6U7qZer+Md73gH/v7v/x5f/epXsX79+tx17QvmH3UvX2Rs374dl19+ObZu3Ypt27bh05/+NHbs2IGrr7663aIpSku45pprcMEFF2Dt2rXYtWsXPvjBD2L37t244oorYIzBu971Llx33XU46qijcNRRR+G6665Df38/LrvssnaLriiFeP755/HAAw+kvx988EF873vfw/j4ONauXRus8yMjI3jLW96Cd7/73ZiYmMD4+DiuueYabN68Ga985SvbdVuKEoXvOxgfH8e1116LSy65BCtWrMBDDz2E9773vZicnMTrXvc6APodKN3N29/+dvzv//2/8Q//8A8YGhpKLdojIyPo6+sTjX/0G2gybds3XWkbf/Znf1Y/4ogj6tVqtX7KKaekxwcoykLkjW98Y33FihX1SqVSX7lyZf3iiy+u/+AHP0ivT09P19/3vvfVly9fXq/VavWXvvSl9e9///ttlFhRGuO2226rA3D+u+KKK+r1uqzO79u3r/6Od7yjPj4+Xu/r66u/5jWvqe/YsaMNd6MoxfB9B3v37q2fffbZ9SVLltQrlUp97dq19SuuuMKp4/odKN0KVfcB1D/3uc+lcbQvmF9MvV6vz7+qryiKoiiKoiiKoigLH13TrSiKoiiKoiiKoigtQpVuRVEURVEURVEURWkRqnQriqIoiqIoiqIoSotQpVtRFEVRFEVRFEVRWoQq3YqiKIqiKIqiKIrSIlTpVhRFURRFURRFUZQWoUq3oiiKoiiKoiiKorQIVboVRVEURVEURVEUpUWo0q0oiqIoi5hrr70WL3jBC9pW/h//8R/jN37jN0Rxr7nmGrzzne9ssUSKoiiK0lxMvV6vt1sIRVEURVGajzHGe/2KK67AJz7xCRw4cAATExPzJNUcP//5z3HUUUfh3nvvxbp164Lxd+3ahY0bN+Lee+/F+vXrWy+goiiKojQBVboVRVEUZYGyc+fO9O+/+Zu/wZ/8yZ/gRz/6URrW19eHkZGRdogGALjuuutw++2341/+5V/EaS655BIceeSR+K//9b+2UDJFURRFaR7qXq4oiqIoC5Tly5en/42MjMAY44TZ7uVXXnklLrroIlx33XVYtmwZRkdH8f73vx+HDx/G7/3e72F8fByrV6/GZz/72VxZjz32GN74xjdibGwMExMTeO1rX4uHHnrIK99NN92ECy+8MBf2f/7P/8HmzZvR19eHiYkJvPKVr8SePXvS6xdeeCH++q//uuFnoyiKoijzhSrdiqIoiqLk+OpXv4rHH38cd9xxB2644QZce+21eM1rXoOxsTF8+9vfxtVXX42rr74ajzzyCABg7969OOusszA4OIg77rgDd955JwYHB/HqV78aBw8eJMt45plncN9992Hr1q1p2BNPPIFLL70UV111FX74wx/ia1/7Gi6++GJknfJOPfVUPPLII3j44Ydb+xAURVEUpUmo0q0oiqIoSo7x8XF8/OMfxzHHHIOrrroKxxxzDPbu3Yv3vve9OOqoo/Ce97wH1WoV//Zv/wZgxmJdKpXwl3/5l9i8eTOOO+44fO5zn8OOHTvwta99jSzj4YcfRr1ex8qVK9OwJ554AocPH8bFF1+MdevWYfPmzXjb296GwcHBNM6qVasAIGhFVxRFUZROoafdAiiKoiiK0lmccMIJKJXm5uWXLVuGTZs2pb/L5TImJiawa9cuAMDdd9+NBx54AENDQ7l89u/fj5/+9KdkGfv27QMA9Pb2pmEnnXQSXvGKV2Dz5s0455xzcPbZZ+P1r389xsbG0jh9fX0AZqzriqIoitINqNKtKIqiKEqOSqWS+22MIcOmp6cBANPT09iyZQu+8IUvOHktWbKELGNychLAjJt5EqdcLuPWW2/FN77xDdxyyy248cYb8Yd/+If49re/ne5W/otf/MKbr6IoiqJ0GuperiiKoihKQ5xyyin4yU9+gqVLl+LII4/M/cftjr5x40YMDw/j/vvvz4UbY3D66afj/e9/P+655x5Uq1V86UtfSq/fd999qFQqOOGEE1p6T4qiKIrSLFTpVhRFURSlId785jdjcnISr33ta/H1r38dDz74IG6//Xb8zu/8Dh599FEyTalUwitf+Urceeedadi3v/1tXHfddbjrrruwY8cO/P3f/z2efPJJHHfccWmcr3/96zjjjDNSN3NFURRF6XRU6VYURVEUpSH6+/txxx13YO3atbj44otx3HHH4aqrrsK+ffswPDzMpvuN3/gN3HTTTamb+vDwMO644w6cd955OProo/FHf/RH+OhHP4pzzz03TfPXf/3XeOtb39rye1IURVGUZmHq2XM4FEVRFEVR5ol6vY4Xv/jFeNe73oVLL700GP/mm2/G7/3e7+Hee+9FT49uS6MoiqJ0B2rpVhRFURSlLRhj8OlPfxqHDx8Wxd+zZw8+97nPqcKtKIqidBVq6VYURVEURVEURVGUFqGWbkVRFEVRFEVRFEVpEap0K4qiKIqiKIqiKEqLUKVbURRFURRFURRFUVqEKt2KoiiKoiiKoiiK0iJU6VYURVEURVEURVGUFqFKt6IoiqIoiqIoiqK0CFW6FUVRFEVRFEVRFKVFqNKtKIqiKIqiKIqiKC1ClW5FURRFURRFURRFaRGqdCuKoiiKoiiKoihKi/j/A/QlDdYHNStZAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy: 0.50\n",
      "Precision: 0.50\n",
      "Recall: 1.00\n",
      "F1-Score: 0.67\n",
      "\n",
      "\n",
      "Processing file: PPG-5.csv\n",
      "Columns in PPG-5.csv: Index(['Sampling Rate : 128HZ', 'Duration : 10 Minutes'], dtype='object')\n",
      "Sampling Rate (fs): 128.00 Hz\n",
      "Duration: 10.00 minutes\n",
      "Dataset Name: PPG-5.csv\n",
      "Mean Heart Rate: -61235.10411159241 BPM\n",
      "Mean Respiratory Rate: -61235.10411159241 breaths/min\n",
      "Mean Systolic Amplitude: 61867.70311000001\n",
      "Arrhythmia Detected: Yes\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy: 0.50\n",
      "Precision: 0.50\n",
      "Recall: 1.00\n",
      "F1-Score: 0.67\n",
      "\n",
      "\n",
      "Processing file: PPG-6.csv\n",
      "Columns in PPG-6.csv: Index(['Sampling Rate : 128 Hz', 'Duration : 10 Minutes'], dtype='object')\n",
      "Sampling Rate (fs): 128.00 Hz\n",
      "Duration: 10.00 minutes\n",
      "Dataset Name: PPG-6.csv\n",
      "Mean Heart Rate: -27494.437623639686 BPM\n",
      "Mean Respiratory Rate: -27494.437623639686 breaths/min\n",
      "Mean Systolic Amplitude: 71099.91992\n",
      "Arrhythmia Detected: Yes\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy: 0.50\n",
      "Precision: 0.50\n",
      "Recall: 1.00\n",
      "F1-Score: 0.67\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "from scipy.signal import butter, filtfilt\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.metrics import accuracy_score, precision_score, recall_score, f1_score\n",
    "import seaborn as sns\n",
    "\n",
    "# Function to load and preprocess the data\n",
    "def load_and_preprocess(file_path):\n",
    "    \n",
    "    df = pd.read_csv(file_path)\n",
    "\n",
    "    \n",
    "    print(f\"Columns in {file_path}: {df.columns}\")\n",
    "    \n",
    "    \n",
    "    if 'Time' not in df.columns or 'PPG' not in df.columns:\n",
    "        df.columns = ['Time', 'PPG']  \n",
    "    \n",
    "    # Ensure that 'Time' and 'PPG' columns are numeric\n",
    "    df['Time'] = pd.to_numeric(df['Time'], errors='coerce')  \n",
    "    df['PPG'] = pd.to_numeric(df['PPG'], errors='coerce')    \n",
    "    \n",
    "    \n",
    "    df = df.dropna(subset=['Time', 'PPG'])\n",
    "    \n",
    "    return df\n",
    "\n",
    "# Function to apply bandpass filter\n",
    "def butter_bandpass_filter(data, lowcut, highcut, fs, order=4):\n",
    "    nyquist = 0.5 * fs\n",
    "    low = lowcut / nyquist\n",
    "    high = highcut / nyquist\n",
    "    b, a = butter(order, [low, high], btype='band')\n",
    "    return filtfilt(b, a, data)\n",
    "\n",
    "# Function to calculate heart rate and other features\n",
    "def extract_features(df, fs):\n",
    "    # Heart Rate: Calculate the time difference between peaks (using PPG signal)\n",
    "    heart_rate = calculate_heart_rate(df['PPG'], fs)\n",
    "    \n",
    "    # Respiratory Rate: This could be derived from the PPG signal\n",
    "    respiratory_rate = calculate_respiratory_rate(df['PPG'], fs)\n",
    "    \n",
    "    # Systolic Amplitude: Find peaks and measure amplitude\n",
    "    systolic_amplitude = calculate_systolic_amplitude(df['PPG'])\n",
    "    \n",
    "    return heart_rate, respiratory_rate, systolic_amplitude\n",
    "\n",
    "# Placeholder for heart rate calculation\n",
    "def calculate_heart_rate(ppg_signal, fs):\n",
    "    \n",
    "    return np.mean(ppg_signal)  \n",
    "\n",
    "# Placeholder for respiratory rate calculation\n",
    "def calculate_respiratory_rate(ppg_signal, fs):\n",
    "    \n",
    "    return np.mean(ppg_signal)  \n",
    "\n",
    "# Placeholder for systolic amplitude calculation\n",
    "def calculate_systolic_amplitude(ppg_signal):\n",
    "    \n",
    "    return np.max(ppg_signal) - np.min(ppg_signal)  \n",
    "\n",
    "# Function to detect arrhythmia\n",
    "def detect_arrhythmia(ppg_signal):\n",
    "    \n",
    "    if np.std(ppg_signal) > 0.2:  # Arbitrary threshold for arrhythmia detection\n",
    "        return 1  # Arrhythmia detected\n",
    "    return 0  # No arrhythmia\n",
    "\n",
    "# Function to evaluate performance metrics\n",
    "def evaluate_performance(true_labels, predicted_labels):\n",
    "    accuracy = accuracy_score(true_labels, predicted_labels)\n",
    "    precision = precision_score(true_labels, predicted_labels)\n",
    "    recall = recall_score(true_labels, predicted_labels)\n",
    "    f1 = f1_score(true_labels, predicted_labels)\n",
    "    \n",
    "    print(f\"Accuracy: {accuracy:.2f}\")\n",
    "    print(f\"Precision: {precision:.2f}\")\n",
    "    print(f\"Recall: {recall:.2f}\")\n",
    "    print(f\"F1-Score: {f1:.2f}\")\n",
    "    \n",
    "    return accuracy, precision, recall, f1\n",
    "\n",
    "\n",
    "def process_files(file_paths):\n",
    "    results = []\n",
    "\n",
    "    # Set a color palette for different datasets \n",
    "    color_palette = sns.color_palette(\"Set2\", len(file_paths))  # Generate distinct colors\n",
    "    \n",
    "    for idx, file_path in enumerate(file_paths):\n",
    "        print(f\"\\n\\nProcessing file: {file_path}\")\n",
    "        \n",
    "        \n",
    "        df = load_and_preprocess(file_path)\n",
    "        \n",
    "        # Dynamic sampling rate (fs): Calculate the sampling rate from the Time column\n",
    "        df['Time'] = pd.to_numeric(df['Time'], errors='coerce')\n",
    "        time_diff = df['Time'].diff().dropna().mean()  # Mean time difference between samples\n",
    "        fs = 1 / time_diff  # Sampling rate\n",
    "        \n",
    "        # Calculate duration in minutes\n",
    "        duration = (df['Time'].iloc[-1] - df['Time'].iloc[0]) / 60  # Duration in minutes\n",
    "        \n",
    "        print(f\"Sampling Rate (fs): {fs:.2f} Hz\")\n",
    "        print(f\"Duration: {duration:.2f} minutes\")\n",
    "        \n",
    "        # Preprocess the signal (apply bandpass filter)\n",
    "        filtered_ppg = butter_bandpass_filter(df['PPG'], lowcut=0.5, highcut=5.0, fs=fs)\n",
    "        \n",
    "        # Feature extraction\n",
    "        heart_rate, respiratory_rate, systolic_amplitude = extract_features(df, fs)\n",
    "        \n",
    "        \n",
    "        arrhythmia_detected = detect_arrhythmia(filtered_ppg)\n",
    "        \n",
    "        \n",
    "        print(f\"Dataset Name: {file_path}\")\n",
    "        print(f\"Mean Heart Rate: {heart_rate} BPM\")\n",
    "        print(f\"Mean Respiratory Rate: {respiratory_rate} breaths/min\")\n",
    "        print(f\"Mean Systolic Amplitude: {systolic_amplitude}\")\n",
    "        print(f\"Arrhythmia Detected: {'Yes' if arrhythmia_detected == 1 else 'No'}\")\n",
    "        \n",
    "        # Collect the results\n",
    "        result = {\n",
    "            'Dataset Name': file_path,\n",
    "            'Mean Heart Rate': heart_rate,\n",
    "            'Mean Respiratory Rate': respiratory_rate,\n",
    "            'Mean Systolic Amplitude': systolic_amplitude,\n",
    "            'Arrhythmia Detected': 'Yes' if arrhythmia_detected == 1 else 'No'\n",
    "        }\n",
    "        results.append(result)\n",
    "        \n",
    "        # Visualize results with unique color for each dataset\n",
    "        plt.figure(figsize=(10, 6)) \n",
    "        plt.plot(df['Time'], filtered_ppg, label=file_path, color=color_palette[idx])  \n",
    "        plt.title(f\"Filtered PPG Signal - {file_path}\")\n",
    "        plt.xlabel(\"Time (s)\")\n",
    "        plt.ylabel(\"Amplitude\")\n",
    "        plt.legend()\n",
    "        plt.tight_layout()  \n",
    "        plt.show()\n",
    "        \n",
    "        # Evaluate performance if ground truth labels are available\n",
    "        true_labels = np.random.randint(0, 2, len(df))  \n",
    "        predicted_labels = [arrhythmia_detected] * len(df)\n",
    "        \n",
    "        evaluate_performance(true_labels, predicted_labels)\n",
    "    \n",
    "    return pd.DataFrame(results)\n",
    "\n",
    "# List of CSV files \n",
    "file_paths = [\"PPG-1.csv\", \"PPG-2.csv\", \"PPG-3.csv\", \"PPG-4.csv\", \"PPG-5.csv\", \"PPG-6.csv\"]\n",
    "\n",
    "# Process all files\n",
    "results_df = process_files(file_paths)\n",
    "\n",
    "# Save results to a CSV\n",
    "results_df.to_csv(\"arrhythmia_detection_results.csv\", index=False)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7dff2edd",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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